Status
- This Application Profile has the status SEMIC Candidate Recommendation published at 2024-02-14. + This Application Profile has the status SEMIC Candidate Recommendation published at 2024-04-19.
Information about the process and the decisions involved in the creation of this specification are consultable at the Changelog. @@ -763,7 +763,7 @@
1..*
- A free-text account of the resource.
+ A free-text account of the Catalogue.
This property can be repeated for parallel language versions of the description.
@@ -935,7 +935,7 @@
1..*
- A name given to the resource.
+ A name given to the Catalogue.
This property can be repeated for parallel language versions of the name.
@@ -1021,17 +1021,17 @@
, contributor
, contributor
, creator
+ , dataset distribution
, description
- , distribution
, has version
, identifier
, is referenced by
, is referenced by
, is version of
- , issued
, keyword
, landing page
, publisher
+ , release date
, status
, title
, version info
@@ -1273,7 +1273,7 @@
- 0..1
+ 0..*
This property refers to the entity responsible for producing the dataset.
@@ -1291,38 +1291,38 @@
-
-
+
![[o]](html/callout.png)
-
- description
+ dataset distribution
- Literal
+ Distribution
- 1..*
+ 0..*
- A free-text account of the resource.
+ This property links the Dataset to an available Distribution.
- This property can be repeated for parallel language versions of the description.
+
-
- distribution
+ description
- Distribution
+ Literal
- 0..*
+ 1..*
- This property links the Dataset to an available Distribution.
+ A free-text account of the resource.
-
+ This property can be repeated for parallel language versions of the description.
-
- issued
+ keyword
- Temporal Literal
+ Literal
- 0..1
+ 0..*
- This property contains the date of formal issuance (e.g., publication) of the Dataset.
+ A keyword or tag describing the resource.
@@ -1635,27 +1635,27 @@
-
-
+
-
- keyword
+ landing page
- Literal
+ Document
@@ -1663,10 +1663,10 @@
0..*
- A keyword or tag describing the resource.
+ This property refers to a web page that provides access to the Dataset, its Distributions and/or additional information.
-
+ It is intended to point to a landing page at the original data provider, not to a page on a site of a third party, such as an aggregator.
-
- landing page
+ publisher
- Document
+ Agent
- 0..*
+ 0..1
- This property refers to a web page that provides access to the Dataset, its Distributions and/or additional information. It is intended to point to a landing page at the original data provider, not to a page on a site of a third party, such as an aggregator.
+ This property refers to an entity (organisation) responsible for making the resource available.
@@ -1721,27 +1721,27 @@
-
-
+
-
- publisher
+ release date
- Agent
+ Temporal Literal
@@ -1749,7 +1749,7 @@
0..1
- This property refers to an entity (organisation) responsible for making the resource available.
+ This property contains the date of formal issuance (e.g., publication) of the Dataset.
@@ -1795,7 +1795,7 @@
The status of the dataset in the context of the publication process.
- The recommended controlled vocabulary is the Dataset status code list.
+ The recommended controlled vocabulary is the Dataset status code list.
+
+
+
+
+
+ executes
+
+
+
+
+ Algorithm
+
+
+
+
+ 1..*
+
+
+ The Algorithm executed by the run.
+
+
+
+
+
+
+
+
+
+
-
-
-
-
-
-
-
-
-
- The Algorithm executed by the run.
-
-
-
-
- Algorithm
-
-
-
-
- 1..*
-
-
- The Algorithm executed by the run.
-
-
-
-
-
-
-
-
-
-
@@ -13011,7 +13011,7 @@
- The recommended controlled vocabulary is the Task type code list.
+ The recommended controlled vocabulary is the Task type code list.
+
+
+
+
+
+ Abstract
+MLDCAT-AP aims to describe machine learning models, together with their datasets, quality measured on the datasets and citing papers. It has been originally developed in collaboration with OpenML.
+
+
+
+
+
+ Introduction
+
+
+
+MLDCAT-AP (Machine Learning DCAT-AP) is an application profile that extends DCAT-AP in the field of machine learning.
+
+
+
+
+
+
+
+
+ Status
+
+ This Application Profile has the status SEMIC Candidate Recommendation published at 2024-04-19.
+
+
+ Information about the process and the decisions involved in the creation of this specification are consultable at the Changelog.
+
+
+
+
+
+
+
+
+ License
+
+
+
+
+ Copyright © 2024 European Union. All material in this repository is published under the license CC-BY 4.0, unless explicitly otherwise mentioned.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Terminology
+
+
+ An Application Profile is a data specification aimed to facilitate the data exchange in a well-defined application context. It re-uses concepts from one or more semantic data specifications, while adding more specificity, by identifying mandatory, recommended, and optional elements, addressing particular application needs, and providing recommendations for controlled vocabularies to be used.
+ More information can be found on the SEMIC Style Guide.
+
+
+This specification uses the following prefixes to shorten the URIs for readibility.
+
+
+ Prefix Namespace IRI admshttp://www.w3.org/ns/adms#birohttp://purl.org/spar/biro/cvhttp://data.europa.eu/m8g/dcathttp://www.w3.org/ns/dcat#dcthttp://purl.org/dc/terms/dqvhttp://www.w3.org/ns/dqv#foafhttp://xmlns.com/foaf/0.1/lpwchttps://linkedpaperswithcode.com/class/lpwc-phttps://linkedpaperswithcode.com/property/mlshttp://www.w3.org/ns/mls#mlsohttp://w3id.org/mlso/odrlhttp://www.w3.org/ns/odrl/2/openmlhttp://openml.org/openml#owlhttp://www.w3.org/2002/07/owl#qbhttp://purl.org/linked-data/cube#rdfhttp://www.w3.org/1999/02/22-rdf-syntax-ns#rdfshttp://www.w3.org/2000/01/rdf-schema#skoshttp://www.w3.org/2004/02/skos/core#spdxhttp://spdx.org/rdf/terms#xsdhttp://www.w3.org/2001/XMLSchema#
+
+
+
+
+
+
+
+ Overview
+
+
+
+
+
+ This document describes the usage of the following main entities for a correct usage of the Application Profile:
+
+ |
+ Agent |
+ Algorithm |
+ Catalogue |
+ Dataset |
+ Distribution |
+ Machine Learning Model |
+ Output File Prediction |
+ Paper |
+ Quality Measurement |
+
+
+ The main entities are supported by:
+
+ |
+ Bibliographic Reference |
+ Catalogue Record |
+ Catalogued Resource |
+ Checksum |
+ Checksum Algorithm |
+ Collection |
+ Concept |
+ Cost Matrix |
+ Data quality |
+ Data Service |
+ Document |
+ Engagement |
+ Estimation Procedure |
+ Evaluation |
+ Evaluation Measure |
+ Feature |
+ Flow |
+ Flow Parameter |
+ Image Object |
+ Library |
+ Licence document |
+ Linguistic System |
+ Measure |
+ Media Type Or Extent |
+ Output File Description |
+ Parameter |
+ Parameter Setting |
+ Policy |
+ Prediction |
+ Prediction Feature |
+ Quality Measurement Dataset |
+ Repository |
+ Resource |
+ Rights statement |
+ Risk |
+ Run |
+ Run Collection |
+ Split |
+ Task |
+ Task Collection |
+ Task Type |
+
+
+
+
+ And supported by these datatypes:
+
+ | Literal | Temporal Literal | xsd:hexBinary | xsd:integer | xsd:nonNegativeInteger |
+
+
+
+
+
+ 
+
+
+
+
+
+
+
+
+
+
+
+ Main Entities
+
+The main entities are those that form the core of the Application Profile.
+
+
+
+
+
+
+ Agent
+
+
+
+
+
+ -
+ Definition
+
+ -
+ Any entity carrying out actions with respect to the (Core) entities Catalogue, Datasets, Data Services and Distributions. If the Agent is an organisation, the use of the Organization Ontology is recommended.
+
+
+
+
+ -
+ Properties
+
+
+ -
+ For this entity the following properties are defined: name
+ .
+
+
+
+
+
+
+
+
+
+
+
+
+ Property
+
+
+ Range
+
+
+ Card
+
+
+ Definition
+
+
+ Usage
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ name
+
+
+
+
+ Literal
+
+
+
+
+ 1..*
+
+
+ This property contains a name of the agent. This property can be repeated for different versions of the name (e.g. the name in different languages)
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Algorithm
+
+
+
+
+
+ -
+ Definition
+
+ -
+ The algorithm regardless software implementation.
+
+
+
+
+ -
+ Properties
+
+
+ -
+ For this entity the following properties are defined: has algorithm type
+ , has learning method type
+ .
+
+
+
+
+
+
+
+
+
+
+
+
+ Property
+
+
+ Range
+
+
+ Card
+
+
+ Definition
+
+
+ Usage
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ has algorithm type
+
+
+
+
+ Concept
+
+
+
+
+ 0..1
+
+
+ A relation between an algorithm the category of algorithms that belongs to.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ has learning method type
+
+
+
+
+ Concept
+
+
+
+
+ 0..1
+
+
+ A relation between an algorithm learning method and the category of algorithm learning methods that it belongs to.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Catalogue
+
+
+
+
+
+ -
+ Definition
+
+ -
+ A catalogue or repository that hosts the Datasets or Data Services being described.
+
+
+
+
+ -
+ Properties
+
+
+ -
+ For this entity the following properties are defined: dataset
+ , description
+ , publisher
+ , record
+ , service
+ , title
+ .
+
+
+
+
+
+
+
+
+
+
+
+
+ Property
+
+
+ Range
+
+
+ Card
+
+
+ Definition
+
+
+ Usage
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ dataset
+
+
+
+
+ Dataset
+
+
+
+
+ 0..*
+
+
+ This property links the Catalogue with a Dataset that is part of the Catalogue. As empty Catalogues are usually indications of problems, this property should be combined with the next property service to implement an empty Catalogue check.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ description
+
+
+
+
+ Literal
+
+
+
+
+ 1..*
+
+
+ A free-text account of the Catalogue.
+
+
+ This property can be repeated for parallel language versions of the description.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ publisher
+
+
+
+
+ Agent
+
+
+
+
+ 1
+
+
+ This property refers to an entity (organisation) responsible for making the resource available.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ record
+
+
+
+
+ Catalogue Record
+
+
+
+
+ 0..*
+
+
+ This property refers to a Catalogue Record that is part of the Catalogue.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ service
+
+
+
+
+ Data Service
+
+
+
+
+ 0..*
+
+
+ This property refers to a site or end-point (Data Service) that is listed in the Catalogue.
+
+
+ As empty Catalogues are usually indications of problems, this property should be combined with the previous property dataset to implement an empty Catalogue check.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ title
+
+
+
+
+ Literal
+
+
+
+
+ 1..*
+
+
+ A name given to the Catalogue.
+
+
+ This property can be repeated for parallel language versions of the name.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Dataset
+
+
+
+
+
+ -
+ Definition
+
+ -
+ A conceptual entity that represents the information published.
+
+
+
+
+ -
+ Subclass of
+
-
+
- Catalogued Resource
+
+
+
+ -
+ Properties
+
+
+ -
+ For this entity the following properties are defined: access rights
+ , collectionDate
+ , contributor
+ , contributor
+ , creator
+ , dataset distribution
+ , description
+ , has version
+ , identifier
+ , is referenced by
+ , is referenced by
+ , is version of
+ , keyword
+ , landing page
+ , publisher
+ , release date
+ , status
+ , title
+ , version info
+ , versionLabel
+ , visibility
+ .
+
+
+
+
+
+
+
+
+
+
+
+
+ Property
+
+
+ Range
+
+
+ Card
+
+
+ Definition
+
+
+ Usage
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ access rights
+
+
+
+
+ Rights statement
+
+
+
+
+ 0..1
+
+
+ This property refers to information that indicates whether the Dataset is open data, has access restrictions or is not public.
+
+
+ The recommended controlled vocabulary is the Access Rights Named Authority List.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ collectionDate
+
+
+
+
+ Literal
+
+
+
+
+ 1
+
+
+ The date the data was originally collected, given by the uploader.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ contributor
+
+
+
+
+ Agent
+
+
+
+
+ 0..*
+
+
+ An entity responsible for making contributions to the dataset.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ contributor
+
+
+
+
+ Agent
+
+
+
+
+ 0..*
+
+
+ An entity responsible for making contributions to the dataset.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ creator
+
+
+
+
+ Agent
+
+
+
+
+ 0..*
+
+
+ This property refers to the entity responsible for producing the dataset.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ dataset distribution
+
+
+
+
+ Distribution
+
+
+
+
+ 0..*
+
+
+ This property links the Dataset to an available Distribution.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ description
+
+
+
+
+ Literal
+
+
+
+
+ 1..*
+
+
+ A free-text account of the resource.
+
+
+ This property can be repeated for parallel language versions of the description.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ has version
+
+
+
+
+ Dataset
+
+
+
+
+ 0..*
+
+
+ This property refers to a related Dataset that is a version, edition, or adaptation of the described Dataset.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ identifier
+
+
+
+
+ Literal
+
+
+
+
+ 0..*
+
+
+ An unambiguous identifier for the resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ is referenced by
+
+
+
+
+ Paper
+
+
+
+
+ 0..*
+
+
+ A related resource that references, cites, or otherwise points to the described resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ is referenced by
+
+
+
+
+ Catalogued Resource
+
+
+
+
+ 0..*
+
+
+ This property is about a related resource, such as a publication, that references, cites, or otherwise points to the dataset.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ is version of
+
+
+
+
+ Dataset
+
+
+
+
+ 0..*
+
+
+ This property refers to a related Dataset of which the described Dataset is a version, edition, or adaptation.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ keyword
+
+
+
+
+ Literal
+
+
+
+
+ 0..*
+
+
+ A keyword or tag describing the resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ landing page
+
+
+
+
+ Document
+
+
+
+
+ 0..*
+
+
+ This property refers to a web page that provides access to the Dataset, its Distributions and/or additional information.
+
+
+ It is intended to point to a landing page at the original data provider, not to a page on a site of a third party, such as an aggregator.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ publisher
+
+
+
+
+ Agent
+
+
+
+
+ 0..1
+
+
+ This property refers to an entity (organisation) responsible for making the resource available.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ release date
+
+
+
+
+ Temporal Literal
+
+
+
+
+ 0..1
+
+
+ This property contains the date of formal issuance (e.g., publication) of the Dataset.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ status
+
+
+
+
+ Concept
+
+
+
+
+ 0..1
+
+
+ The status of the dataset in the context of the publication process.
+
+
+ The recommended controlled vocabulary is the Dataset status code list.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ title
+
+
+
+
+ Literal
+
+
+
+
+ 1..*
+
+
+ A name given to the resource.
+
+
+ This property can be repeated for parallel language versions of the name.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ version info
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+ This property contains a version number or other version designation of the Dataset.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ versionLabel
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+ Version label provided by user, something relevant to the user. Can also be a date, hash, or some other type of id.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ visibility
+
+
+
+
+ Concept
+
+
+
+
+ 0..1
+
+
+ Who can see the dataset. Typical values: 'Everyone','All my friends','Only me'. Can also be any of the user's circles.
+
+
+ The recommended controlled vocabulary is the Dataset visibility code list.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Distribution
+
+
+
+
+
+ -
+ Definition
+
+ -
+ A physical embodiment of the Dataset in a particular format.
+
+
+
+
+ -
+ Properties
+
+
+ -
+ For this entity the following properties are defined: access service
+ , access URL
+ , byte size
+ , checksum
+ , default target attribute
+ , download URL
+ , format
+ , has feature
+ , has policy
+ , has quality measurement
+ , identifier
+ , ignore attribute
+ , language
+ , license
+ , processing error
+ , processing warning
+ , processingDate
+ , row ID attribute
+ , title
+ .
+
+
+
+
+
+
+
+
+
+
+
+
+ Property
+
+
+ Range
+
+
+ Card
+
+
+ Definition
+
+
+ Usage
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ access service
+
+
+
+
+ Data Service
+
+
+
+
+ 0..*
+
+
+ This property refers to a data service that gives access to the distribution of the dataset.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ access URL
+
+
+
+
+ Catalogued Resource
+
+
+
+
+ 1..*
+
+
+ This property contains a URL that gives access to a Distribution of the Dataset. The resource at the access URL may contain information about how to get the Dataset.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ byte size
+
+
+
+
+ xsd:nonNegativeInteger
+
+
+
+
+ 0..1
+
+
+ This property contains the size of a Distribution in bytes.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ checksum
+
+
+
+
+ Checksum
+
+
+
+
+ 0..1
+
+
+ This property provides a mechanism that can be used to verify that the contents of a distribution have not changed.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ default target attribute
+
+
+
+
+ Literal
+
+
+
+
+ 0..*
+
+
+ The default target attribute, if it exists.
+
+
+ Tasks can also be defined that use another attribute as target.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ download URL
+
+
+
+
+ Catalogued Resource
+
+
+
+
+ 0..*
+
+
+ This property contains a URL that is a direct link to a downloadable file in a given format.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ format
+
+
+
+
+ Media Type Or Extent
+
+
+
+
+ 0..1
+
+
+ This property refers to the file format of the Distribution.
+
+
+ The recommended controlled vocabulary is the EU Vocabularies File Type Named Authority List.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ has feature
+
+
+
+
+ Feature
+
+
+
+
+ 0..*
+
+
+ The attribute or column being part of a distribution.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ has policy
+
+
+
+
+ Policy
+
+
+
+
+ 0..1
+
+
+ This property refers to the policy expressing the rights associated with the distribution if using the ODRL vocabulary.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ has quality measurement
+
+
+
+
+ Quality Measurement
+
+
+
+
+ 1..*
+
+
+ Refers to the performed quality measurements. Quality measurements can be performed to any kind of resource (e.g., a dataset, a linkset, a graph, a set of triples). However, in the DQV context, this property is generally expected to be used in statements in which subjects are instances of dcat:Dataset or dcat:Distribution.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ identifier
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+ An unambiguous identifier for the resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ ignore attribute
+
+
+
+
+ Literal
+
+
+
+
+ 0..*
+
+
+ Attributes that should be excluded in modelling, such as identifiers and indexes.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ language
+
+
+
+
+ Linguistic System
+
+
+
+
+ 0..*
+
+
+ This property refers to a language used in the Distribution. This property can be repeated if the metadata is provided in multiple languages.
+
+
+ The recommended controlled vocabulary is the EU Vocabularies Languages Named Authority List.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ license
+
+
+
+
+ Licence document
+
+
+
+
+ 0..1
+
+
+ The licence under which the resource is made available.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ processing error
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+ Errors discovered while processing the dataset.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ processing warning
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+ Warnings while processing the dataset.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ processingDate
+
+
+
+
+ Temporal Literal
+
+
+
+
+ 0..1
+
+
+ Date of processing.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ row ID attribute
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+ The attribute that represents the row-id column, if present in the dataset.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ title
+
+
+
+
+ Literal
+
+
+
+
+ 0..*
+
+
+ A name given to the resource.
+
+
+ This property can be repeated for parallel language versions of the name.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Machine Learning Model
+
+
+
+
+
+ -
+ Definition
+
+ -
+ A file that has been trained to recognize certain types of patterns.
+
+
+
+
+ -
+ Properties
+
+
+ -
+ For this entity the following properties are defined: bias
+ , contributor
+ , created
+ , creator
+ , description
+ , evaluation results
+ , fine tuned from
+ , has bibliographic reference
+ , has engagement
+ , has output file prediction
+ , has repository
+ , has risk
+ , has uploader
+ , has variation
+ , how to use
+ , intended use
+ , keyword
+ , language
+ , license
+ , limitations
+ , logo
+ , name
+ , tested on
+ , trained on
+ , training process
+ , type
+ , validated on
+ , version
+ .
+
+
+
+
+
+
+
+
+
+
+
+
+ Property
+
+
+ Range
+
+
+ Card
+
+
+ Definition
+
+
+ Usage
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ bias
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+ A description of the possible biases affecting the overall output of the model.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ contributor
+
+
+
+
+ Agent
+
+
+
+
+ 0..*
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ created
+
+
+
+
+ Literal
+
+
+
+
+ 1
+
+
+ Date of creation of the resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ creator
+
+
+
+
+ Agent
+
+
+
+
+ 0..*
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ description
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+ An account of the resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ evaluation results
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+ A description of the evaluation against the validation dataset.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ fine tuned from
+
+
+
+
+ Machine Learning Model
+
+
+
+
+ 0..1
+
+
+ The model from on which this model has been fine tuned.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ has bibliographic reference
+
+
+
+
+ Bibliographic Reference
+
+
+
+
+ 0..*
+
+
+ The reference to a paper.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ has engagement
+
+
+
+
+ Engagement
+
+
+
+
+ 0..1
+
+
+ Statistics resulting of user engagement.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ has output file prediction
+
+
+
+
+ Output File Prediction
+
+
+
+
+ 1
+
+
+ The file in which the model is expressed.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ has repository
+
+
+
+
+ Repository
+
+
+
+
+ 0..*
+
+
+ The repository associated.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ has risk
+
+
+
+
+ Risk
+
+
+
+
+ 0..*
+
+
+ It refers to a possible risk that can occur.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ has uploader
+
+
+
+
+ Agent
+
+
+
+
+ 0..1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ has variation
+
+
+
+
+ Machine Learning Model
+
+
+
+
+ 0..*
+
+
+ The model that is variant of this model.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ how to use
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+ An explanation of how to use or deploy the model.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ intended use
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+ The objective or purpose of the model.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ keyword
+
+
+
+
+ Literal
+
+
+
+
+ 0..*
+
+
+ A keyword or tag describing the resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ language
+
+
+
+
+ Linguistic System
+
+
+
+
+ 0..*
+
+
+ A language of the resource.
+
+
+ The language that the model is able to understand.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ license
+
+
+
+
+ Licence document
+
+
+
+
+ 0..*
+
+
+ The licence under which the resource is made available.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ limitations
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+ The limited capabilities of the model.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ logo
+
+
+
+
+ Image Object
+
+
+
+
+ 0..*
+
+
+ An image or logo of the model.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ name
+
+
+
+
+ Literal
+
+
+
+
+ 1
+
+
+ The name assigned to the resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ tested on
+
+
+
+
+ Dataset
+
+
+
+
+ 0..*
+
+
+ The testing dataset used to evaluate the machine learning model.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ trained on
+
+
+
+
+ Dataset
+
+
+
+
+ 1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ training process
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+ A description of the training process.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ type
+
+
+
+
+ Concept
+
+
+
+
+ 0..*
+
+
+ The nature or genre of the resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ validated on
+
+
+
+
+ Dataset
+
+
+
+
+ 0..*
+
+
+ The validation dataset used to fine-tune the machine learning model.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ version
+
+
+
+
+ Literal
+
+
+
+
+ 1
+
+
+ The current version of the modeL
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Output File Prediction
+
+
+
+
+
+ -
+ Definition
+
+ -
+ A physical embodiment of the machine learning model in a particular format.
+
+
+
+
+ -
+ Properties
+
+
+ -
+ For this entity the following properties are defined: checksum
+ , format
+ , id
+ , title
+ , url
+ .
+
+
+
+
+
+
+
+
+
+
+
+
+ Property
+
+
+ Range
+
+
+ Card
+
+
+ Definition
+
+
+ Usage
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ checksum
+
+
+
+
+ Checksum
+
+
+
+
+ 0..*
+
+
+ This property provides a mechanism that can be used to verify that the contents of a distribution have not changed.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ format
+
+
+
+
+ Concept
+
+
+
+
+ 1
+
+
+ The file format, physical medium, or dimensions of the resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ id
+
+
+
+
+ Literal
+
+
+
+
+ 1
+
+
+ An unambiguous identifier for the resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ title
+
+
+
+
+ Literal
+
+
+
+
+ 1
+
+
+ The name assigned to the resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ url
+
+
+
+
+ Catalogued Resource
+
+
+
+
+ 1
+
+
+ The url of the file to be downloaded.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Paper
+
+
+
+
+
+ -
+ Definition
+
+ -
+ A paper makes content and research results available to the general public.
+
+
+
+
+ -
+ Properties
+
+
+ -
+ For this entity the following properties are defined: abstract
+ , creator
+ , date
+ , has document
+ , has model
+ , has repository
+ , references
+ , subject
+ , title
+ .
+
+
+
+
+
+
+
+
+
+
+
+
+ Property
+
+
+ Range
+
+
+ Card
+
+
+ Definition
+
+
+ Usage
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ abstract
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+ A summary of the resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ creator
+
+
+
+
+ Agent
+
+
+
+
+ 0..*
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ date
+
+
+
+
+ Literal
+
+
+
+
+ 1
+
+
+ A point or period of time associated with an event in the lifecycle of the resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ has document
+
+
+
+
+ Document
+
+
+
+
+ 1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ has model
+
+
+
+
+ Machine Learning Model
+
+
+
+
+ 0..*
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ has repository
+
+
+
+
+ Repository
+
+
+
+
+ 0..*
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ references
+
+
+
+
+ Dataset
+
+
+
+
+ 0..*
+
+
+ A related resource that is referenced, cited, or otherwise pointed to by the described resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ subject
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+ A topic of the resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ title
+
+
+
+
+ Literal
+
+
+
+
+ 1
+
+
+ A name given to the resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Quality Measurement
+
+
+
+
+
+ -
+ Definition
+
+ -
+ Represents the evaluation of a given dataset (or dataset distribution) against a specific quality metric.
+
+
+
+
+ -
+ Properties
+
+
+ -
+ For this entity the following properties are defined: dataset
+ , feature index
+ , interval end
+ , interval start
+ , type
+ , value
+ .
+
+
+
+
+
+
+
+
+
+
+
+
+ Property
+
+
+ Range
+
+
+ Card
+
+
+ Definition
+
+
+ Usage
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ dataset
+
+
+
+
+ Quality Measurement Dataset
+
+
+
+
+ 0..*
+
+
+ Indicates the data set of which this observation is a part.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ feature index
+
+
+
+
+ Feature
+
+
+
+
+ 0..1
+
+
+ The feature on which the quality is measure on.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ interval end
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ interval start
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ type
+
+
+
+
+ Data quality
+
+
+
+
+ 1
+
+
+ A classification for a quality.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ value
+
+
+
+
+ Literal
+
+
+
+
+ 1
+
+
+ Refers to values computed by metric.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Supportive Entities
+
+The supportive entities are supporting the main entities in the Application Profile.
+They are included in the Application Profile because they form the range of properties.
+
+
+
+
+
+
+
+
+
+
+
+ Bibliographic Reference
+
+
+
+
+
+ -
+ Definition
+
+ -
+ An expression of a bibliographic record in a specific format, that references a particular textual or data publication (or a work in preparation for publication). Each bibliographic reference is a list of items containing entities that describe aspects of the referenced work - for example authors, title, journal, publication year - selected from the bibliographic record. Note that because different journal styles may require omission of elements of the bibliographic record in references included in a paper's reference list (e.g. the title, the identifier, the names of the eighth and subsequent authors), and because errors can be introduced when an author creates a bibliographic reference, the bibliographic reference to a published work may not be a complete or fully accurate expression of the information contained within the authoritative bibliographic record for that work.
+
+
+
+
+ -
+ Properties
+
+
+ -
+ For this entity the following properties are defined: bibliographic citation
+ , format
+ , references
+ .
+
+
+
+
+
+
+
+
+
+
+
+
+ Property
+
+
+ Range
+
+
+ Card
+
+
+ Definition
+
+
+ Usage
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ bibliographic citation
+
+
+
+
+ Literal
+
+
+
+
+ 1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ format
+
+
+
+
+ Literal
+
+
+
+
+ 1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ references
+
+
+
+
+ Paper
+
+
+
+
+ 0..*
+
+
+ A related resource that is referenced, cited, or otherwise pointed to by the described resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Catalogue Record
+
+
+
+
+
+ -
+ Definition
+
+ -
+ A description of an entry of a Dataset in the Catalogue.
+
+
+
+
+ -
+ Properties
+
+
+ -
+ For this entity the following properties are defined: description
+ , description version
+ , modification date
+ , primary topic
+ .
+
+
+
+
+
+
+
+
+
+
+
+
+ Property
+
+
+ Range
+
+
+ Card
+
+
+ Definition
+
+
+ Usage
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ description
+
+
+
+
+ Literal
+
+
+
+
+ 0..*
+
+
+ A free-text account of the resource.
+
+
+ This property can be repeated for parallel language versions of the description.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ description version
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+ It refers to the version of the description. '1' for original version.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ modification date
+
+
+
+
+ Temporal Literal
+
+
+
+
+ 1
+
+
+ This property contains the most recent date on which the Catalogue entry was changed or modified.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ primary topic
+
+
+
+
+ Catalogued Resource
+
+
+
+
+ 1
+
+
+ This property links the Catalogue Record to the Dataset, Data service or Catalog described in the record.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Catalogued Resource
+
+
+
+
+
+ -
+ Definition
+
+ -
+ Resource published or curated by a single agent.
+
+
+ -
+ Reference in DCAT
+
+ -
+ Link
+
+
+
+ -
+ Usage Note
+
+ -
+ This class Catalogued Record is an abstract class for DCAT-AP. Therefore only subclasses should be used in a data exchange.
+
+
+
+ -
+ Properties
+
+
+ -
+ This specification does not impose any additional requirements to properties for this entity.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Checksum
+
+
+
+
+
+ -
+ Definition
+
+ -
+ A value that allows the contents of a file to be authenticated. This class allows the results of a variety of checksum and cryptographic message digest algorithms to be represented.
+
+
+
+
+ -
+ Properties
+
+
+ -
+ For this entity the following properties are defined: algorithm
+ , checksum value
+ .
+
+
+
+
+
+
+
+
+
+
+
+
+ Property
+
+
+ Range
+
+
+ Card
+
+
+ Definition
+
+
+ Usage
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ algorithm
+
+
+
+
+ Checksum Algorithm
+
+
+
+
+ 1
+
+
+ This property identifies the algorithm used to produce the subject Checksum.
+
+
+ The members of this property are the supported checksum algorithms.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ checksum value
+
+
+
+
+ xsd:hexBinary
+
+
+
+
+ 1
+
+
+ This property provides a lower case hexadecimal encoded digest value produced using a specific algorithm.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Checksum Algorithm
+
+
+
+
+
+ -
+ Definition
+
+ -
+ Algorighm for Checksums.
+
+
+
+
+ -
+ Properties
+
+
+ -
+ This specification does not impose any additional requirements to properties for this entity.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Collection
+
+
+
+
+
+ -
+ Definition
+
+ -
+ A collection is a group of task or runs to easily refer to them and share them with others.
+
+
+
+
+ -
+ Properties
+
+
+ -
+ For this entity the following properties are defined: creation date
+ , description
+ , has uploader
+ , identifier
+ , title
+ , visibility
+ .
+
+
+
+
+
+
+
+
+
+
+
+
+ Property
+
+
+ Range
+
+
+ Card
+
+
+ Definition
+
+
+ Usage
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ creation date
+
+
+
+
+ Literal
+
+
+
+
+ 1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ description
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ has uploader
+
+
+
+
+ Agent
+
+
+
+
+ 1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ identifier
+
+
+
+
+ Literal
+
+
+
+
+ 1
+
+
+ An unambiguous identifier for the resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ title
+
+
+
+
+ Literal
+
+
+
+
+ 1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ visibility
+
+
+
+
+ Concept
+
+
+
+
+ 1
+
+
+
+
+
+ The recommended controlled vocabulary is the Collection visibility code list.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Concept
+
+
+
+
+
+ -
+ Definition
+
+ -
+
+
+
+
+
+ -
+ Properties
+
+
+ -
+ This specification does not impose any additional requirements to properties for this entity.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Cost Matrix
+
+
+
+
+
+ -
+ Definition
+
+ -
+
+
+
+
+
+ -
+ Properties
+
+
+ -
+ This specification does not impose any additional requirements to properties for this entity.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Data quality
+
+
+
+
+
+ -
+ Definition
+
+ -
+ A measureable property of datasets, such as size, shape, statistical properties, benchmarks, and the presence of missing values.
+
+
+
+ -
+ Usage Note
+
+ -
+ Examples are size, shape, statistical properties, benchmarks, and the presence of missing values.
+
+
+
+ -
+ Subclass of
+
-
+
- Measure
+
+
+
+ -
+ Properties
+
+
+ -
+ For this entity the following properties are defined: description
+ , identifier
+ , title
+ .
+
+
+
+
+
+
+
+
+
+
+
+
+ Property
+
+
+ Range
+
+
+ Card
+
+
+ Definition
+
+
+ Usage
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ description
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+ An explanation of the quality type.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ identifier
+
+
+
+
+ Literal
+
+
+
+
+ 1
+
+
+ An unambiguous identifier for the resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ title
+
+
+
+
+ Literal
+
+
+
+
+ 1
+
+
+ The name assigned to the resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Data Service
+
+
+
+
+
+ -
+ Definition
+
+ -
+ A collection of operations that provides access to one or more datasets or data processing functions.
+
+
+
+
+ -
+ Subclass of
+
-
+
- Catalogued Resource
+
+
+
+ -
+ Properties
+
+
+ -
+ For this entity the following properties are defined: endpoint URL
+ , serves dataset
+ , title
+ .
+
+
+
+
+
+
+
+
+
+
+
+
+ Property
+
+
+ Range
+
+
+ Card
+
+
+ Definition
+
+
+ Usage
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ endpoint URL
+
+
+
+
+ Catalogued Resource
+
+
+
+
+ 1..*
+
+
+ The root location or primary endpoint of the service (an IRI).
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ serves dataset
+
+
+
+
+ Dataset
+
+
+
+
+ 0..*
+
+
+ This property refers to a collection of data that this data service can distribute.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ title
+
+
+
+
+ Literal
+
+
+
+
+ 1..*
+
+
+ A name given to the resource.
+
+
+ This property can be repeated for parallel language versions of the name.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Document
+
+
+
+
+
+ -
+ Definition
+
+ -
+ A textual resource intended for human consumption that contains information, e.g. a web page about a Dataset.
+
+
+
+
+ -
+ Properties
+
+
+ -
+ This specification does not impose any additional requirements to properties for this entity.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Engagement
+
+
+
+
+
+ -
+ Definition
+
+ -
+
+
+
+
+
+ -
+ Properties
+
+
+ -
+ For this entity the following properties are defined: download
+ , like
+ .
+
+
+
+
+
+
+
+
+
+
+
+
+ Property
+
+
+ Range
+
+
+ Card
+
+
+ Definition
+
+
+ Usage
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ download
+
+
+
+
+ xsd:integer
+
+
+
+
+ 0..1
+
+
+ The number of downloads of the machine learning model.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ like
+
+
+
+
+ xsd:integer
+
+
+
+
+ 0..1
+
+
+ The number of likes the machine learning model received.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Estimation Procedure
+
+
+
+
+
+ -
+ Definition
+
+ -
+ It defines how models should be evaluated, typically by defining specific kinds of train- and test splits.
+
+
+
+
+ -
+ Subclass of
+
-
+
- Measure
+
+
+
+ -
+ Properties
+
+
+ -
+ For this entity the following properties are defined: data splits URL
+ , description
+ , has parameter
+ , identifier
+ , title
+ , type
+ .
+
+
+
+
+
+
+
+
+
+
+
+
+ Property
+
+
+ Range
+
+
+ Card
+
+
+ Definition
+
+
+ Usage
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ data splits URL
+
+
+
+
+ Catalogued Resource
+
+
+
+
+ 1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ description
+
+
+
+
+ Literal
+
+
+
+
+ 1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ has parameter
+
+
+
+
+ Parameter
+
+
+
+
+ 1..*
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ identifier
+
+
+
+
+ Literal
+
+
+
+
+ 1
+
+
+ An unambiguous identifier for the resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ title
+
+
+
+
+ Literal
+
+
+
+
+ 1
+
+
+ The name assigned to the resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ type
+
+
+
+
+ Concept
+
+
+
+
+ 1
+
+
+ A classification of the resource.
+
+
+ For a oml:EstimationProcedure, the recommended controlled vocabulary is the Estimation Procedure type code list.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Evaluation
+
+
+
+
+
+ -
+ Definition
+
+ -
+
+
+
+
+
+ -
+ Properties
+
+
+ -
+ For this entity the following properties are defined: array data
+ , fold
+ , has flow
+ , identifier
+ , interval end
+ , interval start
+ , label
+ , repeat
+ , sample
+ , sample size
+ , stdev
+ , title
+ , value
+ .
+
+
+
+
+
+
+
+
+
+
+
+
+ Property
+
+
+ Range
+
+
+ Card
+
+
+ Definition
+
+
+ Usage
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ array data
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ fold
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ has flow
+
+
+
+
+ Flow
+
+
+
+
+ 0..*
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ identifier
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+ An unambiguous identifier for the resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ interval end
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ interval start
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ label
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ repeat
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ sample
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ sample size
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ stdev
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ title
+
+
+
+
+ Literal
+
+
+
+
+ 1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ value
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Evaluation Measure
+
+
+
+
+
+ -
+ Definition
+
+ -
+ A way to score the outputs of machine learning models (e.g. predictions).
+
+
+
+
+ -
+ Subclass of
+
-
+
- Measure
+
+
+
+ -
+ Properties
+
+
+ -
+ For this entity the following properties are defined: description
+ , implementation
+ , title
+ , value
+ , value bad
+ , value good
+ .
+
+
+
+
+
+
+
+
+
+
+
+
+ Property
+
+
+ Range
+
+
+ Card
+
+
+ Definition
+
+
+ Usage
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ description
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ implementation
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ title
+
+
+
+
+ Literal
+
+
+
+
+ 1
+
+
+ The name assigned to the resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ value
+
+
+
+
+ Literal
+
+
+
+
+ 1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ value bad
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ value good
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Feature
+
+
+
+
+
+ -
+ Definition
+
+ -
+ The attribute or column in which a distribution is structured.
+
+
+
+
+ -
+ Properties
+
+
+ -
+ For this entity the following properties are defined: description
+ , title
+ , type
+ .
+
+
+
+
+
+
+
+
+
+
+
+
+ Property
+
+
+ Range
+
+
+ Card
+
+
+ Definition
+
+
+ Usage
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ description
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+ An explanation of the attribute.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ title
+
+
+
+
+ Literal
+
+
+
+
+ 1
+
+
+ The name assigned to the resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ type
+
+
+
+
+ Concept
+
+
+
+
+ 1
+
+
+ A classification of the resource.
+
+
+ For a oml:Feature, the recommended controlled vocabulary is the Feature type code list.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Flow
+
+
+
+
+
+ -
+ Definition
+
+ -
+ A machine learning pipelines or neural architectures, or (untrained) machine learning models, such as in general.
+
+
+
+ -
+ Usage Note
+
+ -
+ Flows contain all the information necessary to build a model, including its exact structure and any software dependencies. Given a flow, supported machine learning libraries can reproduce the model exactly.
+
+
+
+ -
+ Properties
+
+
+ -
+ For this entity the following properties are defined: class name
+ , custom name
+ , description
+ , external version
+ , has dependency
+ , has flow parameter
+ , has uploader
+ , identifier
+ , keyword
+ , status
+ , title
+ , uploaded
+ , version
+ .
+
+
+
+
+
+
+
+
+
+
+
+
+ Property
+
+
+ Range
+
+
+ Card
+
+
+ Definition
+
+
+ Usage
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ class name
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ custom name
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ description
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ external version
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ has dependency
+
+
+
+
+ Library
+
+
+
+
+ 1..*
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ has flow parameter
+
+
+
+
+ Flow Parameter
+
+
+
+
+ 0..*
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ has uploader
+
+
+
+
+ Agent
+
+
+
+
+ 0..1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ identifier
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+ An unambiguous identifier for the resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ keyword
+
+
+
+
+ Literal
+
+
+
+
+ 0..*
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ status
+
+
+
+
+ Concept
+
+
+
+
+ 1
+
+
+
+
+
+ The recommended controlled vocabulary is the Flow status code list.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ title
+
+
+
+
+ Literal
+
+
+
+
+ 1
+
+
+ The name assigned to the resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ uploaded
+
+
+
+
+ Literal
+
+
+
+
+ 1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ version
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Flow Parameter
+
+
+
+
+
+ -
+ Definition
+
+ -
+
+
+
+
+
+ -
+ Properties
+
+
+ -
+ For this entity the following properties are defined: default value
+ , description
+ , recommended range
+ , title
+ , type
+ .
+
+
+
+
+
+
+
+
+
+
+
+
+ Property
+
+
+ Range
+
+
+ Card
+
+
+ Definition
+
+
+ Usage
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ default value
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ description
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ recommended range
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ title
+
+
+
+
+ Literal
+
+
+
+
+ 1
+
+
+ The name assigned to the resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ type
+
+
+
+
+ Concept
+
+
+
+
+ 0..1
+
+
+ A classification of the resource.
+
+
+ For a oml:FlowParameter, the recommended controlled vocabulary is the Flow Parameter type code list.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Image Object
+
+
+
+
+
+ -
+ Definition
+
+ -
+
+
+
+
+
+ -
+ Properties
+
+
+ -
+ This specification does not impose any additional requirements to properties for this entity.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Library
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Licence document
+
+
+
+
+
+ -
+ Definition
+
+ -
+ A legal document giving official permission to do something with a resource.
+
+
+
+
+ -
+ Properties
+
+
+ -
+ This specification does not impose any additional requirements to properties for this entity.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Linguistic System
+
+
+
+
+
+ -
+ Definition
+
+ -
+
+
+
+
+
+ -
+ Properties
+
+
+ -
+ This specification does not impose any additional requirements to properties for this entity.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Measure
+
+
+
+
+
+ -
+ Definition
+
+ -
+
+
+
+
+
+ -
+ Properties
+
+
+ -
+ This specification does not impose any additional requirements to properties for this entity.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Media Type Or Extent
+
+
+
+
+
+ -
+ Definition
+
+ -
+
+
+
+
+
+ -
+ Properties
+
+
+ -
+ This specification does not impose any additional requirements to properties for this entity.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Output File Description
+
+
+
+
+
+ -
+ Definition
+
+ -
+ The degree or extent of something, as determined by measurement or calculation.
+
+
+
+
+ -
+ Properties
+
+
+ -
+ For this entity the following properties are defined: id
+ , title
+ , url
+ .
+
+
+
+
+
+
+
+
+
+
+
+
+ Property
+
+
+ Range
+
+
+ Card
+
+
+ Definition
+
+
+ Usage
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ id
+
+
+
+
+ Literal
+
+
+
+
+ 1
+
+
+ An unambiguous identifier for the resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ title
+
+
+
+
+ Literal
+
+
+
+
+ 1
+
+
+ The name assigned to the resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ url
+
+
+
+
+ Literal
+
+
+
+
+ 1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Parameter
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Parameter Setting
+
+
+
+
+
+ -
+ Definition
+
+ -
+
+
+
+
+
+ -
+ Properties
+
+
+ -
+ For this entity the following properties are defined: component
+ , name
+ , value
+ .
+
+
+
+
+
+
+
+
+
+
+
+
+ Property
+
+
+ Range
+
+
+ Card
+
+
+ Definition
+
+
+ Usage
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ component
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ name
+
+
+
+
+ Literal
+
+
+
+
+ 1
+
+
+ The name assigned to the resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ value
+
+
+
+
+ Literal
+
+
+
+
+ 1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Policy
+
+
+
+
+
+ -
+ Definition
+
+ -
+
+
+
+
+
+ -
+ Properties
+
+
+ -
+ This specification does not impose any additional requirements to properties for this entity.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Prediction
+
+
+
+
+
+ -
+ Definition
+
+ -
+
+
+
+
+
+ -
+ Properties
+
+
+ -
+ For this entity the following properties are defined: format
+ , has prediction feature
+ .
+
+
+
+
+
+
+
+
+
+
+
+
+ Property
+
+
+ Range
+
+
+ Card
+
+
+ Definition
+
+
+ Usage
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ format
+
+
+
+
+ Concept
+
+
+
+
+ 1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ has prediction feature
+
+
+
+
+ Prediction Feature
+
+
+
+
+ 1..*
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Prediction Feature
+
+
+
+
+
+ -
+ Definition
+
+ -
+
+
+
+
+
+ -
+ Properties
+
+
+ -
+ For this entity the following properties are defined: title
+ , type
+ .
+
+
+
+
+
+
+
+
+
+
+
+
+ Property
+
+
+ Range
+
+
+ Card
+
+
+ Definition
+
+
+ Usage
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ title
+
+
+
+
+ Literal
+
+
+
+
+ 1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ type
+
+
+
+
+ Concept
+
+
+
+
+ 1
+
+
+
+
+
+ For a oml:PredictionFeature, the recommended controlled vocabulary is the Prediction Feature type code list.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Quality Measurement Dataset
+
+
+
+
+
+ -
+ Definition
+
+ -
+ Represents a dataset of quality measurements, evaluations of one or more datasets (or dataset distributions) against specific quality metrics.
+
+
+
+
+ -
+ Properties
+
+
+ -
+ For this entity the following properties are defined: evaluation engine id
+ , identifier
+ .
+
+
+
+
+
+
+
+
+
+
+
+
+ Property
+
+
+ Range
+
+
+ Card
+
+
+ Definition
+
+
+ Usage
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ evaluation engine id
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+ The engine responsible for extracting the features.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ identifier
+
+
+
+
+ Literal
+
+
+
+
+ 1
+
+
+ An unambiguous identifier for the resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Repository
+
+
+
+
+
+ -
+ Definition
+
+ -
+
+
+
+
+
+ -
+ Properties
+
+
+ -
+ For this entity the following properties are defined: has file
+ .
+
+
+
+
+
+
+
+
+
+
+
+
+ Property
+
+
+ Range
+
+
+ Card
+
+
+ Definition
+
+
+ Usage
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ has file
+
+
+
+
+ Output File Prediction
+
+
+
+
+ 0..*
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Resource
+
+
+
+
+
+ -
+ Definition
+
+ -
+ Anything described by RDF.
+
+
+
+
+ -
+ Properties
+
+
+ -
+ This specification does not impose any additional requirements to properties for this entity.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Rights statement
+
+
+
+
+
+ -
+ Definition
+
+ -
+ A statement about the intellectual property rights (IPR) held in or over a resource, a legal document giving official permission to do something with a resource, or a statement about access rights.
+
+
+
+
+ -
+ Properties
+
+
+ -
+ This specification does not impose any additional requirements to properties for this entity.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Risk
+
+
+
+
+
+ -
+ Definition
+
+ -
+ A foreseeable harm or misunderstanding.
+
+
+
+
+ -
+ Properties
+
+
+ -
+ For this entity the following properties are defined: title
+ .
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Run
+
+
+
+
+
+ -
+ Definition
+
+ -
+ An evaluation of machine learning models (flows) trained on a given task.
+
+
+
+ -
+ Usage Note
+
+ -
+ Runs can be created and shared automatically from supported machine learning libraries. They contain the exact hyperparameters used, all detailed results, and potentially the trained models.
+
+
+
+ -
+ Properties
+
+
+ -
+ For this entity the following properties are defined: error message
+ , executes
+ , has evaluation
+ , has flow
+ , has output file description
+ , has output file prediction
+ , has parameter
+ , has task
+ , has uploader
+ , identifier
+ , keyword
+ , run details
+ , setup Id
+ , setup string
+ .
+
+
+
+
+
+
+
+
+
+
+
+
+ Property
+
+
+ Range
+
+
+ Card
+
+
+ Definition
+
+
+ Usage
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ error message
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ executes
+
+
+
+
+ Algorithm
+
+
+
+
+ 1..*
+
+
+ The Algorithm executed by the run.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ has evaluation
+
+
+
+
+ Evaluation
+
+
+
+
+ 0..*
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ has flow
+
+
+
+
+ Flow
+
+
+
+
+ 1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ has output file description
+
+
+
+
+ Output File Description
+
+
+
+
+ 1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ has output file prediction
+
+
+
+
+ Output File Prediction
+
+
+
+
+ 1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ has parameter
+
+
+
+
+ Parameter Setting
+
+
+
+
+ 0..1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ has task
+
+
+
+
+ Task
+
+
+
+
+ 0..1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ has uploader
+
+
+
+
+ Agent
+
+
+
+
+ 0..1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ identifier
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+ An unambiguous identifier for the resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ keyword
+
+
+
+
+ Literal
+
+
+
+
+ 0..*
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ run details
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ setup Id
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ setup string
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Run Collection
+
+
+
+
+
+ -
+ Definition
+
+ -
+ A group of runs to easily refer to them and share them with others.
+
+
+
+
+ -
+ Subclass of
+
-
+
- Collection
+
+
+
+ -
+ Properties
+
+
+ -
+ For this entity the following properties are defined: has run
+ .
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Split
+
+
+
+
+
+ -
+ Definition
+
+ -
+
+
+
+
+
+ -
+ Properties
+
+
+ -
+ For this entity the following properties are defined: description
+ , id
+ , is applied to
+ , title
+ .
+
+
+
+
+
+
+
+
+
+
+
+
+ Property
+
+
+ Range
+
+
+ Card
+
+
+ Definition
+
+
+ Usage
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ description
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ id
+
+
+
+
+ Literal
+
+
+
+
+ 1
+
+
+ An unambiguous identifier for the resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ is applied to
+
+
+
+
+ Distribution
+
+
+
+
+ 1..*
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ title
+
+
+
+
+ Literal
+
+
+
+
+ 1
+
+
+ The name assigned to the resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Task
+
+
+
+
+
+ -
+ Definition
+
+ -
+ A task defines specific problems to be solved using a given dataset.
+
+
+
+ -
+ Usage Note
+
+ -
+ Tasks specify train and test sets, which target feature(s) to predict for supervised problems, and possibly which evaluation measure to optimize. They make the problem reproducible and machine-readable.
+
+
+
+ -
+ Properties
+
+
+ -
+ For this entity the following properties are defined: has cost matrix
+ , has estimation procedure
+ , has evaluation measure
+ , has output
+ , has task type
+ , id
+ , keyword
+ , source data
+ , target feature
+ , title
+ .
+
+
+
+
+
+
+
+
+
+
+
+
+ Property
+
+
+ Range
+
+
+ Card
+
+
+ Definition
+
+
+ Usage
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ has cost matrix
+
+
+
+
+ Cost Matrix
+
+
+
+
+ 0..1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ has estimation procedure
+
+
+
+
+ Estimation Procedure
+
+
+
+
+ 1..*
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ has evaluation measure
+
+
+
+
+ Evaluation Measure
+
+
+
+
+ 1..*
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ has output
+
+
+
+
+ Prediction
+
+
+
+
+ 1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ has task type
+
+
+
+
+ Task Type
+
+
+
+
+ 1
+
+
+
+
+
+ The recommended controlled vocabulary is the Task type code list.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ id
+
+
+
+
+ Literal
+
+
+
+
+ 0..1
+
+
+ An unambiguous identifier for the resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ keyword
+
+
+
+
+ Literal
+
+
+
+
+ 0..*
+
+
+ A keyword or tag describing the resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ source data
+
+
+
+
+ Dataset
+
+
+
+
+ 1..*
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ target feature
+
+
+
+
+ Feature
+
+
+
+
+ 1..*
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ title
+
+
+
+
+ Literal
+
+
+
+
+ 1
+
+
+ The name assigned to the resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Task Collection
+
+
+
+
+
+ -
+ Definition
+
+ -
+ A group of tasks to easily refer to them and share them with others.
+
+
+
+
+ -
+ Subclass of
+
-
+
- Collection
+
+
+
+ -
+ Properties
+
+
+ -
+ For this entity the following properties are defined: has task
+ .
+
+
+
+
+
+
+
+
+
+
+
+
+ Property
+
+
+ Range
+
+
+ Card
+
+
+ Definition
+
+
+ Usage
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ has task
+
+
+
+
+ Task
+
+
+
+
+ 1..*
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Task Type
+
+
+
+
+
+ -
+ Definition
+
+ -
+
+
+
+
+
+ -
+ Properties
+
+
+ -
+ For this entity the following properties are defined: description
+ , id
+ , title
+ .
+
+
+
+
+
+
+
+
+
+
+
+
+ Property
+
+
+ Range
+
+
+ Card
+
+
+ Definition
+
+
+ Usage
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ description
+
+
+
+
+ Literal
+
+
+
+
+ 1
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ id
+
+
+
+
+ Literal
+
+
+
+
+ 1
+
+
+ An unambiguous identifier for the resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ title
+
+
+
+
+ Literal
+
+
+
+
+ 1
+
+
+ The name assigned to the resource.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Datatypes
+
+
+ The following datatypes are used within this specification.
+
+
+
+
+
+
+
+ Class
+
+
+ Definition
+
+
+
+
+
+
+
+
+
+
+
+
+ Literal
+
+
+
+ A literal value such as a string or integer; Literals may be typed, e.g. as a date according to xsd:date. Literals that contain human-readable text have an optional language tag as defined by BCP 47.
+
+
+
+
+
+
+
+ Temporal Literal
+
+
+
+ rdfs:Literal encoded using the relevant [[ISO8601]] Date and Time compliant string and typed using the appropriate XML Schema datatype (xsd:gYear, xsd:gYearMonth, xsd:date, or xsd:dateTime).
+
+
+
+
+
+
+
+ xsd:hexBinary
+
+
+
+ Hex-encoded binary data. The ·value space· of hexBinary is the set of finite-length sequences of binary octets.
+
+
+
+
+
+
+
+ xsd:integer
+
+
+
+ Integer is derived from decimal by fixing the value of fractionDigits to be 0 and disallowing the trailing decimal point. This results in the standard mathematical concept of the integer numbers.
+
+
+
+
+
+
+
+
+
+ Number derived from integer by setting the value of minInclusive to be 0.
+
+
+
+
+
+
+
+
+ Examples
+
+Example Dataset
+
+
+
+
+
+
+
+ Usage Guidelines
+
+ Support for implementation
+
+The following section provides support for implementing the MLDCAT-AP.
+
+
+JSON-LD context file
+
+One common technical question is the format in which the data is being exchanged.
+For conformance with the MLDCAT-AP, it is not mandatory that this happens in a RDF serialisation, but the exhanged format SHOULD be unambiguously be transformable into RDF.
+For the format JSON, a popular format to exchange data between systems, SEMIC provides a JSON-LD context file.
+JSON-LD is a W3C Recommendation [[[json-ld11]]] that provided a standard approach to interpret JSON structures as RDF.
+The provided JSON-LD context file can be used by implementers.
+This JSON-LD context is not normative, i.e. other JSON-LD contexts are allowed.
+
+The JSON-LD context file downloadable here.
+
+
+Validation
+
+To verify if the data is (technically) conformant to the MLDCAT-AP, the exchanged data can be validated using the provided SHACL shapes.
+SHACL is a W3C Recommendation to express constraints on a RDF knowledge graph.
+
+To support the check whether or not a catalogue satisfies the expressed constraints in this Core Vocabulary, the constraints in this specification are expressed using SHACL [[shacl]].
+Each constraint in this specification that could be converted into a SHACL expression has been included.
+As such this collection of SHACL expressions that can be used to build a validation check for data.
+
+It is up to the implementers to define the validation they expect.
+Each implementation happens within a context, and that context is beyond the SHACL expressions here.
+
+The shapes can be found here.
+
+RDF representation
+The RDF representation of the MLDCAT-AP is available here.
+
+UML representation
+The UML representation from which the MLDCAT-AP has been build is available here.
+
+
+
+
+
+Governance
+
+Versioning governance
+All specifications produced in SEMIC will follow the versioning rule described by the SEMIC Style Guide rule
+PC-R3.
+In case a SEMIC asset is deprecated the asset will remain available through its PURI.
+
+The serialisation will have:
+
+- a dct:isReplacedBy referencing the new assets used instead and
+- an adms:status indicating its deprecated status.
+
+
+
+Governance requirements for re-used assets
+In order to adhere to the SEMIC Style Guide rule GC-R2
+ a specification should have quality and governance standards for the assets that are being reused.
+
+In order for an asset to be considered for reuse within a SEMIC specification it can be requested by a community member or it requires to adhere to the following requirements:
+
+- The asset is part of a recommendation by a major standards body or an EU institution.
+- The asset is actively being maintained.
+
+
+
+After being taken into consideration the asset will be validated in three steps:
+
+- Syntax validation will be performed on the relevant artefacts.
+- Constraint validation will be performed on the relevant artefacts.
+- The PURI will be validated.
+
+Once considered and validated an asset can be adopted if it is approved by the community.
+
+
+Lexicalisation rules
+
+In order to adhere to the SEMIC Style Guide rule SC-R3 a specification requires formal lexicalisation rules.
+The Style Guide proposes two options either by using RDFS or SKOS lexicalisation.
+
+SEMIC uses and will use the RDFS lexicalisation for all of its specifications. More specifically:
+
+- rdfs:label is used to provide a human-readable version of a resource's name.
+- The usage of certain resource can be clarified in a skos:usageNote.
+
+
+
+
+
+
+
+
+ Mappings
+ A mapping towards Schema.org can be found here
+
+
+
+
+
+
+
+Quick Reference of Classes and Properties
+
+This section provides a condensed tabular overview of the mentioned classes and properties in this specification.
+The properties are indicated as mandatory, recommended, optional and deprecated . These terms have the following meaning.
+
+- Mandatory property: a receiver MUST be able to process the information for that property; a sender MUST provide the information for that property.
+- Recommended property: a receiver MUST be able to process the information for that property; a sender SHOULD provide the information for that property if it is available.
+- Optional property: a receiver MUST be able to process the information for that property; a sender MAY provide the information for that property but is not obliged to do so.
+- Deprecated property: a receiver SHOULD be able to process information about instances of that property; a sender SHOULD NOT provide the information about instances of that property.
+
+
+
+
+ Class Class IRI Property Type Property Property IRI
+ Agent
+ http://xmlns.com/foaf/0.1/Agent
+ name
+ http://xmlns.com/foaf/0.1/name
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Algorithm
+ http://www.w3.org/ns/mls#Algorithm
+ has algorithm type
+ http://w3id.org/mlso/hasAlgorithmType
+
+
+
+
+
+ Algorithm
+ http://www.w3.org/ns/mls#Algorithm
+ has learning method type
+ http://w3id.org/mlso/hasLearningMethodType
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Bibliographic Reference
+ http://purl.org/spar/biro/BibliographicReference
+ bibliographic citation
+ http://purl.org/dc/terms/bibliographicCitation
+
+
+
+
+
+ Bibliographic Reference
+ http://purl.org/spar/biro/BibliographicReference
+ format
+ http://purl.org/dc/terms/format
+
+
+
+
+
+ Bibliographic Reference
+ http://purl.org/spar/biro/BibliographicReference
+ references
+ http://purl.org/dc/terms/references
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Catalogue
+ http://www.w3.org/ns/dcat#Catalog
+ dataset
+ http://www.w3.org/ns/dcat#dataset
+
+
+
+
+
+ Catalogue
+ http://www.w3.org/ns/dcat#Catalog
+ description
+ http://purl.org/dc/terms/description
+
+
+
+
+
+ Catalogue
+ http://www.w3.org/ns/dcat#Catalog
+ publisher
+ http://purl.org/dc/terms/publisher
+
+
+
+
+
+ Catalogue
+ http://www.w3.org/ns/dcat#Catalog
+ record
+ http://www.w3.org/ns/dcat#record
+
+
+
+
+
+ Catalogue
+ http://www.w3.org/ns/dcat#Catalog
+ service
+ http://www.w3.org/ns/dcat#service
+
+
+
+
+
+ Catalogue
+ http://www.w3.org/ns/dcat#Catalog
+ title
+ http://purl.org/dc/terms/title
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Catalogue Record
+ http://www.w3.org/ns/dcat#CatalogRecord
+ description
+ http://purl.org/dc/terms/description
+
+
+
+
+
+ Catalogue Record
+ http://www.w3.org/ns/dcat#CatalogRecord
+ description version
+ http://openml.org/openml#descriptionVersion
+
+
+
+
+
+ Catalogue Record
+ http://www.w3.org/ns/dcat#CatalogRecord
+ modification date
+ http://purl.org/dc/terms/modified
+
+
+
+
+
+ Catalogue Record
+ http://www.w3.org/ns/dcat#CatalogRecord
+ primary topic
+ http://xmlns.com/foaf/0.1/primaryTopic
+
+
+
+
+
+
+
+
+ Catalogued Resource
+ http://www.w3.org/ns/dcat#Resource
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Checksum
+ http://spdx.org/rdf/terms#Checksum
+ algorithm
+ http://spdx.org/rdf/terms#algorithm
+
+
+
+
+
+ Checksum
+ http://spdx.org/rdf/terms#Checksum
+ checksum value
+ http://spdx.org/rdf/terms#checksumValue
+
+
+
+
+
+
+
+
+ Checksum Algorithm
+ http://spdx.org/rdf/terms#ChecksumAlgorithm
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Collection
+ http://openml.org/openml#Collection
+ creation date
+ http://openml.org/openml#creationDate
+
+
+
+
+
+ Collection
+ http://openml.org/openml#Collection
+ description
+ http://purl.org/dc/terms/description
+
+
+
+
+
+ Collection
+ http://openml.org/openml#Collection
+ has uploader
+ http://openml.org/openml#hasUploader
+
+
+
+
+
+ Collection
+ http://openml.org/openml#Collection
+ identifier
+ http://purl.org/dc/terms/identifier
+
+
+
+
+
+ Collection
+ http://openml.org/openml#Collection
+ title
+ http://purl.org/dc/terms/title
+
+
+
+
+
+ Collection
+ http://openml.org/openml#Collection
+ visibility
+ http://openml.org/openml#visibility
+
+
+
+
+
+
+
+
+ Concept
+ http://www.w3.org/2004/02/skos/core#Concept
+
+
+
+
+
+
+ Cost Matrix
+ http://openml.org/openml#CostMatrix
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Data quality
+ http://openml.org/openml#DataQuality
+ description
+ http://purl.org/dc/terms/description
+
+
+
+
+
+ Data quality
+ http://openml.org/openml#DataQuality
+ identifier
+ http://purl.org/dc/terms/identifier
+
+
+
+
+
+ Data quality
+ http://openml.org/openml#DataQuality
+ title
+ http://purl.org/dc/terms/title
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Data Service
+ http://www.w3.org/ns/dcat#DataService
+ endpoint URL
+ http://www.w3.org/ns/dcat#endpointURL
+
+
+
+
+
+ Data Service
+ http://www.w3.org/ns/dcat#DataService
+ serves dataset
+ http://www.w3.org/ns/dcat#servesDataset
+
+
+
+
+
+ Data Service
+ http://www.w3.org/ns/dcat#DataService
+ title
+ http://purl.org/dc/terms/title
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Dataset
+ http://www.w3.org/ns/dcat#Dataset
+ access rights
+ http://purl.org/dc/terms/accessRights
+
+
+
+
+
+ Dataset
+ http://www.w3.org/ns/dcat#Dataset
+ collectionDate
+ http://openml.org/openml#collectionDate
+
+
+
+
+
+ Dataset
+ http://www.w3.org/ns/dcat#Dataset
+ contributor
+ http://purl.org/dc/terms/contributor
+
+
+
+
+
+ Dataset
+ http://www.w3.org/ns/dcat#Dataset
+ contributor
+ http://purl.org/dc/terms/contributor
+
+
+
+
+
+ Dataset
+ http://www.w3.org/ns/dcat#Dataset
+ creator
+ http://purl.org/dc/terms/creator
+
+
+
+
+
+ Dataset
+ http://www.w3.org/ns/dcat#Dataset
+ dataset distribution
+ http://www.w3.org/ns/dcat#distribution
+
+
+
+
+
+ Dataset
+ http://www.w3.org/ns/dcat#Dataset
+ description
+ http://purl.org/dc/terms/description
+
+
+
+
+
+ Dataset
+ http://www.w3.org/ns/dcat#Dataset
+ has version
+ http://www.w3.org/ns/dcat#hasVersion
+
+
+
+
+
+ Dataset
+ http://www.w3.org/ns/dcat#Dataset
+ identifier
+ http://purl.org/dc/terms/identifier
+
+
+
+
+
+ Dataset
+ http://www.w3.org/ns/dcat#Dataset
+ is referenced by
+ http://purl.org/dc/terms/isReferencedBy
+
+
+
+
+
+ Dataset
+ http://www.w3.org/ns/dcat#Dataset
+ is referenced by
+ http://purl.org/dc/terms/isReferencedBy
+
+
+
+
+
+ Dataset
+ http://www.w3.org/ns/dcat#Dataset
+ is version of
+ http://purl.org/dc/terms/isVersionOf
+
+
+
+
+
+ Dataset
+ http://www.w3.org/ns/dcat#Dataset
+ keyword
+ http://www.w3.org/ns/dcat#keyword
+
+
+
+
+
+ Dataset
+ http://www.w3.org/ns/dcat#Dataset
+ landing page
+ http://www.w3.org/ns/dcat#landingPage
+
+
+
+
+
+ Dataset
+ http://www.w3.org/ns/dcat#Dataset
+ publisher
+ http://purl.org/dc/terms/publisher
+
+
+
+
+
+ Dataset
+ http://www.w3.org/ns/dcat#Dataset
+ release date
+ http://purl.org/dc/terms/issued
+
+
+
+
+
+ Dataset
+ http://www.w3.org/ns/dcat#Dataset
+ status
+ http://www.w3.org/ns/adms#status
+
+
+
+
+
+ Dataset
+ http://www.w3.org/ns/dcat#Dataset
+ title
+ http://purl.org/dc/terms/title
+
+
+
+
+
+ Dataset
+ http://www.w3.org/ns/dcat#Dataset
+ version info
+ http://www.w3.org/2002/07/owl#versionInfo
+
+
+
+
+
+ Dataset
+ http://www.w3.org/ns/dcat#Dataset
+ versionLabel
+ http://openml.org/openml#versionLabel
+
+
+
+
+
+ Dataset
+ http://www.w3.org/ns/dcat#Dataset
+ visibility
+ http://openml.org/openml#access_policy
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Distribution
+ http://www.w3.org/ns/dcat#Distribution
+ access service
+ http://www.w3.org/ns/dcat#accessService
+
+
+
+
+
+ Distribution
+ http://www.w3.org/ns/dcat#Distribution
+ access URL
+ http://www.w3.org/ns/dcat#accessURL
+
+
+
+
+
+ Distribution
+ http://www.w3.org/ns/dcat#Distribution
+ byte size
+ http://www.w3.org/ns/dcat#byteSize
+
+
+
+
+
+ Distribution
+ http://www.w3.org/ns/dcat#Distribution
+ checksum
+ http://spdx.org/rdf/terms#checksum
+
+
+
+
+
+ Distribution
+ http://www.w3.org/ns/dcat#Distribution
+ default target attribute
+ http://openml.org/openml#defaultTargetAttribute
+
+
+
+
+
+ Distribution
+ http://www.w3.org/ns/dcat#Distribution
+ download URL
+ http://www.w3.org/ns/dcat#downloadURL
+
+
+
+
+
+ Distribution
+ http://www.w3.org/ns/dcat#Distribution
+ format
+ http://purl.org/dc/terms/format
+
+
+
+
+
+ Distribution
+ http://www.w3.org/ns/dcat#Distribution
+ has feature
+ http://openml.org/openml#hasFeature
+
+
+
+
+
+ Distribution
+ http://www.w3.org/ns/dcat#Distribution
+ has policy
+ http://www.w3.org/ns/odrl/2/hasPolicy
+
+
+
+
+
+ Distribution
+ http://www.w3.org/ns/dcat#Distribution
+ has quality measurement
+ http://www.w3.org/ns/dqv#hasQualityMeasurement
+
+
+
+
+
+ Distribution
+ http://www.w3.org/ns/dcat#Distribution
+ identifier
+ http://purl.org/dc/terms/identifier
+
+
+
+
+
+ Distribution
+ http://www.w3.org/ns/dcat#Distribution
+ ignore attribute
+ http://openml.org/openml#ignoreAttribute
+
+
+
+
+
+ Distribution
+ http://www.w3.org/ns/dcat#Distribution
+ language
+ http://purl.org/dc/terms/language
+
+
+
+
+
+ Distribution
+ http://www.w3.org/ns/dcat#Distribution
+ license
+ http://purl.org/dc/terms/license
+
+
+
+
+
+ Distribution
+ http://www.w3.org/ns/dcat#Distribution
+ processing error
+ http://openml.org/openml#processingError
+
+
+
+
+
+ Distribution
+ http://www.w3.org/ns/dcat#Distribution
+ processing warning
+ http://openml.org/openml#processingWarning
+
+
+
+
+
+ Distribution
+ http://www.w3.org/ns/dcat#Distribution
+ processingDate
+ http://openml.org/openml#processingDate
+
+
+
+
+
+ Distribution
+ http://www.w3.org/ns/dcat#Distribution
+ row ID attribute
+ http://openml.org/openml#rowIDAttribute
+
+
+
+
+
+ Distribution
+ http://www.w3.org/ns/dcat#Distribution
+ title
+ http://purl.org/dc/terms/title
+
+
+
+
+
+
+
+
+ Document
+ http://xmlns.com/foaf/0.1/Document
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Engagement
+ http://data.europa.eu/m8g/Engagement
+ download
+ http://data.europa.eu/m8g/download
+
+
+
+
+
+ Engagement
+ http://data.europa.eu/m8g/Engagement
+ like
+ http://data.europa.eu/m8g/like
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Estimation Procedure
+ http://openml.org/openml#EstimationProcedure
+ data splits URL
+ http://openml.org/openml#dataSplitsURL
+
+
+
+
+
+ Estimation Procedure
+ http://openml.org/openml#EstimationProcedure
+ description
+ http://purl.org/dc/terms/description
+
+
+
+
+
+ Estimation Procedure
+ http://openml.org/openml#EstimationProcedure
+ has parameter
+ http://openml.org/openml#hasParameter
+
+
+
+
+
+ Estimation Procedure
+ http://openml.org/openml#EstimationProcedure
+ identifier
+ http://purl.org/dc/terms/identifier
+
+
+
+
+
+ Estimation Procedure
+ http://openml.org/openml#EstimationProcedure
+ title
+ http://purl.org/dc/terms/title
+
+
+
+
+
+ Estimation Procedure
+ http://openml.org/openml#EstimationProcedure
+ type
+ http://purl.org/dc/terms/type
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Evaluation
+ http://openml.org/openml#Evaluation
+ array data
+ http://openml.org/openml#arrayData
+
+
+
+
+
+ Evaluation
+ http://openml.org/openml#Evaluation
+ fold
+ http://openml.org/openml#fold
+
+
+
+
+
+ Evaluation
+ http://openml.org/openml#Evaluation
+ has flow
+ http://openml.org/openml#hasFlow
+
+
+
+
+
+ Evaluation
+ http://openml.org/openml#Evaluation
+ identifier
+ http://purl.org/dc/terms/identifier
+
+
+
+
+
+ Evaluation
+ http://openml.org/openml#Evaluation
+ interval end
+ http://openml.org/openml#intervalEnd
+
+
+
+
+
+ Evaluation
+ http://openml.org/openml#Evaluation
+ interval start
+ http://openml.org/openml#intervalStart
+
+
+
+
+
+ Evaluation
+ http://openml.org/openml#Evaluation
+ label
+ http://www.w3.org/2000/01/rdf-schema#label
+
+
+
+
+
+ Evaluation
+ http://openml.org/openml#Evaluation
+ repeat
+ http://openml.org/openml#repeat
+
+
+
+
+
+ Evaluation
+ http://openml.org/openml#Evaluation
+ sample
+ http://openml.org/openml#sample
+
+
+
+
+
+ Evaluation
+ http://openml.org/openml#Evaluation
+ sample size
+ http://openml.org/openml#sampleSize
+
+
+
+
+
+ Evaluation
+ http://openml.org/openml#Evaluation
+ stdev
+ http://openml.org/openml#stdev
+
+
+
+
+
+ Evaluation
+ http://openml.org/openml#Evaluation
+ title
+ http://purl.org/dc/terms/title
+
+
+
+
+
+ Evaluation
+ http://openml.org/openml#Evaluation
+ value
+ http://openml.org/openml#value
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Evaluation Measure
+ http://openml.org/openml#EvaluationMeasure
+ description
+ http://purl.org/dc/terms/description
+
+
+
+
+
+ Evaluation Measure
+ http://openml.org/openml#EvaluationMeasure
+ implementation
+ http://openml.org/openml#implementation
+
+
+
+
+
+ Evaluation Measure
+ http://openml.org/openml#EvaluationMeasure
+ title
+ http://purl.org/dc/terms/title
+
+
+
+
+
+ Evaluation Measure
+ http://openml.org/openml#EvaluationMeasure
+ value
+ http://openml.org/openml#value
+
+
+
+
+
+ Evaluation Measure
+ http://openml.org/openml#EvaluationMeasure
+ value bad
+ http://openml.org/openml#valueBad
+
+
+
+
+
+ Evaluation Measure
+ http://openml.org/openml#EvaluationMeasure
+ value good
+ http://openml.org/openml#valueGood
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Feature
+ http://openml.org/openml#Feature
+ description
+ http://purl.org/dc/terms/description
+
+
+
+
+
+ Feature
+ http://openml.org/openml#Feature
+ title
+ http://purl.org/dc/terms/title
+
+
+
+
+
+ Feature
+ http://openml.org/openml#Feature
+ type
+ http://purl.org/dc/terms/type
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Flow
+ http://openml.org/openml#Flow
+ class name
+ http://openml.org/openml#className
+
+
+
+
+
+ Flow
+ http://openml.org/openml#Flow
+ custom name
+ http://openml.org/openml#customName
+
+
+
+
+
+ Flow
+ http://openml.org/openml#Flow
+ description
+ http://purl.org/dc/terms/description
+
+
+
+
+
+ Flow
+ http://openml.org/openml#Flow
+ external version
+ http://openml.org/openml#externalVersion
+
+
+
+
+
+ Flow
+ http://openml.org/openml#Flow
+ has dependency
+ http://openml.org/openml#hasDependency
+
+
+
+
+
+ Flow
+ http://openml.org/openml#Flow
+ has flow parameter
+ http://openml.org/openml#hasFlowParameter
+
+
+
+
+
+ Flow
+ http://openml.org/openml#Flow
+ has uploader
+ http://openml.org/openml#hasUploader
+
+
+
+
+
+ Flow
+ http://openml.org/openml#Flow
+ identifier
+ http://purl.org/dc/terms/identifier
+
+
+
+
+
+ Flow
+ http://openml.org/openml#Flow
+ keyword
+ http://www.w3.org/ns/dcat#keyword
+
+
+
+
+
+ Flow
+ http://openml.org/openml#Flow
+ status
+ http://openml.org/openml#status
+
+
+
+
+
+ Flow
+ http://openml.org/openml#Flow
+ title
+ http://purl.org/dc/terms/title
+
+
+
+
+
+ Flow
+ http://openml.org/openml#Flow
+ uploaded
+ http://openml.org/openml#uploaded
+
+
+
+
+
+ Flow
+ http://openml.org/openml#Flow
+ version
+ http://openml.org/openml#version
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Flow Parameter
+ http://openml.org/openml#FlowParameter
+ default value
+ http://openml.org/openml#defaultValue
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+ http://openml.org/openml#FlowParameter
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+ http://purl.org/dc/terms/description
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+ http://openml.org/openml#FlowParameter
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+ http://openml.org/openml#recommendedRange
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+ http://openml.org/openml#FlowParameter
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+ http://purl.org/dc/terms/title
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+ http://openml.org/openml#FlowParameter
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+ http://purl.org/dc/terms/type
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+ http://data.europa.eu/m8g/ImageObject
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+ http://openml.org/openml#Library
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+ http://purl.org/dc/terms/title
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+ http://openml.org/openml#Library
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+ http://openml.org/openml#version
+
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+ http://purl.org/dc/terms/LicenseDocument
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+ http://purl.org/dc/terms/LinguisticSystem
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+ http://data.europa.eu/m8g/MachineLearningModel
+ bias
+ http://openml.org/openml#bias
+
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+
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+ Machine Learning Model
+ http://data.europa.eu/m8g/MachineLearningModel
+ contributor
+ http://purl.org/dc/terms/contributor
+
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+ Machine Learning Model
+ http://data.europa.eu/m8g/MachineLearningModel
+ created
+ http://purl.org/dc/terms/created
+
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+
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+ Machine Learning Model
+ http://data.europa.eu/m8g/MachineLearningModel
+ creator
+ http://purl.org/dc/terms/creator
+
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+ Machine Learning Model
+ http://data.europa.eu/m8g/MachineLearningModel
+ description
+ http://purl.org/dc/terms/description
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+ Machine Learning Model
+ http://data.europa.eu/m8g/MachineLearningModel
+ evaluation results
+ http://openml.org/openml#evaluationResults
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+ http://data.europa.eu/m8g/MachineLearningModel
+ fine tuned from
+ http://data.europa.eu/m8g/fineTunedFrom
+
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+
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+ http://data.europa.eu/m8g/MachineLearningModel
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+ http://data.europa.eu/m8g/hasBibliographicReference
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+
+
+ Machine Learning Model
+ http://data.europa.eu/m8g/MachineLearningModel
+ has engagement
+ http://data.europa.eu/m8g/hasEngagement
+
+
+
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+
+ Machine Learning Model
+ http://data.europa.eu/m8g/MachineLearningModel
+ has output file prediction
+ http://openml.org/openml#hasOutputFilePrediction
+
+
+
+
+
+ Machine Learning Model
+ http://data.europa.eu/m8g/MachineLearningModel
+ has repository
+ http://data.europa.eu/m8g/hasRepository
+
+
+
+
+
+ Machine Learning Model
+ http://data.europa.eu/m8g/MachineLearningModel
+ has risk
+ http://data.europa.eu/m8g/hasRisk
+
+
+
+
+
+ Machine Learning Model
+ http://data.europa.eu/m8g/MachineLearningModel
+ has uploader
+ http://openml.org/openml#hasUploader
+
+
+
+
+
+ Machine Learning Model
+ http://data.europa.eu/m8g/MachineLearningModel
+ has variation
+ http://data.europa.eu/m8g/hasVariation
+
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+
+
+
+ Machine Learning Model
+ http://data.europa.eu/m8g/MachineLearningModel
+ how to use
+ http://openml.org/openml#howToUse
+
+
+
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+ Machine Learning Model
+ http://data.europa.eu/m8g/MachineLearningModel
+ intended use
+ http://openml.org/openml#intendedUse
+
+
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+ Machine Learning Model
+ http://data.europa.eu/m8g/MachineLearningModel
+ keyword
+ http://www.w3.org/ns/dcat#keyword
+
+
+
+
+
+ Machine Learning Model
+ http://data.europa.eu/m8g/MachineLearningModel
+ language
+ http://purl.org/dc/terms/language
+
+
+
+
+
+ Machine Learning Model
+ http://data.europa.eu/m8g/MachineLearningModel
+ license
+ http://purl.org/dc/terms/license
+
+
+
+
+
+ Machine Learning Model
+ http://data.europa.eu/m8g/MachineLearningModel
+ limitations
+ http://openml.org/openml#limitations
+
+
+
+
+
+ Machine Learning Model
+ http://data.europa.eu/m8g/MachineLearningModel
+ logo
+ http://data.europa.eu/m8g/logo
+
+
+
+
+
+ Machine Learning Model
+ http://data.europa.eu/m8g/MachineLearningModel
+ name
+ http://purl.org/dc/terms/title
+
+
+
+
+
+ Machine Learning Model
+ http://data.europa.eu/m8g/MachineLearningModel
+ tested on
+ http://data.europa.eu/m8g/testedOn
+
+
+
+
+
+ Machine Learning Model
+ http://data.europa.eu/m8g/MachineLearningModel
+ trained on
+ http://data.europa.eu/m8g/trainedOn
+
+
+
+
+
+ Machine Learning Model
+ http://data.europa.eu/m8g/MachineLearningModel
+ training process
+ http://openml.org/openml#trainingProcess
+
+
+
+
+
+ Machine Learning Model
+ http://data.europa.eu/m8g/MachineLearningModel
+ type
+ http://purl.org/dc/terms/type
+
+
+
+
+
+ Machine Learning Model
+ http://data.europa.eu/m8g/MachineLearningModel
+ validated on
+ http://data.europa.eu/m8g/validatedOn
+
+
+
+
+
+ Machine Learning Model
+ http://data.europa.eu/m8g/MachineLearningModel
+ version
+ http://openml.org/openml#version
+
+
+
+
+
+
+
+
+ Measure
+ http://openml.org/openml#Measure
+
+
+
+
+
+
+ Media Type Or Extent
+ http://purl.org/dc/terms/MediaTypeOrExtent
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
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+ Output File Description
+ http://openml.org/openml#OutputFileDescription
+ id
+ http://purl.org/dc/terms/identifier
+
+
+
+
+
+ Output File Description
+ http://openml.org/openml#OutputFileDescription
+ title
+ http://purl.org/dc/terms/title
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+ Output File Description
+ http://openml.org/openml#OutputFileDescription
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+ http://openml.org/openml#url
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+ http://openml.org/openml#OutputFilePrediction
+ checksum
+ http://spdx.org/rdf/terms#checksum
+
+
+
+
+
+ Output File Prediction
+ http://openml.org/openml#OutputFilePrediction
+ format
+ http://purl.org/dc/terms/format
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+
+
+
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+ Output File Prediction
+ http://openml.org/openml#OutputFilePrediction
+ id
+ http://purl.org/dc/terms/identifier
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+
+
+
+
+ Output File Prediction
+ http://openml.org/openml#OutputFilePrediction
+ title
+ http://purl.org/dc/terms/title
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+
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+ Output File Prediction
+ http://openml.org/openml#OutputFilePrediction
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+ http://openml.org/openml#url
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+ http://purl.org/dc/terms/abstract
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+ http://purl.org/dc/terms/creator
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+ http://purl.org/dc/terms/date
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+ https://linkedpaperswithcode.com/class/paper
+ has document
+ http://data.europa.eu/m8g/hasDocument
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+
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+ Paper
+ https://linkedpaperswithcode.com/class/paper
+ has model
+ https://linkedpaperswithcode.com/property/hasModel
+
+
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+ Paper
+ https://linkedpaperswithcode.com/class/paper
+ has repository
+ https://linkedpaperswithcode.com/property/hasRepository
+
+
+
+
+
+ Paper
+ https://linkedpaperswithcode.com/class/paper
+ references
+ http://purl.org/dc/terms/references
+
+
+
+
+
+ Paper
+ https://linkedpaperswithcode.com/class/paper
+ subject
+ http://purl.org/dc/terms/subject
+
+
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+
+
+ Paper
+ https://linkedpaperswithcode.com/class/paper
+ title
+ http://purl.org/dc/terms/title
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+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
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+ http://openml.org/openml#Parameter
+ title
+ http://purl.org/dc/terms/title
+
+
+
+
+
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+ http://openml.org/openml#Parameter
+ value
+ http://openml.org/openml#value
+
+
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+
+
+
+
+
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+
+
+
+
+
+
+
+
+
+
+
+
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+ http://openml.org/openml#ParameterSetting
+ component
+ http://openml.org/openml#component
+
+
+
+
+
+ Parameter Setting
+ http://openml.org/openml#ParameterSetting
+ name
+ http://purl.org/dc/terms/title
+
+
+
+
+
+ Parameter Setting
+ http://openml.org/openml#ParameterSetting
+ value
+ http://openml.org/openml#value
+
+
+
+
+
+
+
+
+ Policy
+ http://www.w3.org/ns/odrl/2/Policy
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
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+ http://openml.org/openml#Prediction
+ format
+ http://purl.org/dc/terms/format
+
+
+
+
+
+ Prediction
+ http://openml.org/openml#Prediction
+ has prediction feature
+ http://openml.org/openml#hasPredictionFeature
+
+
+
+
+
+
+
+
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+
+
+
+
+
+
+
+
+
+
+
+ Prediction Feature
+ http://openml.org/openml#PredictionFeature
+ title
+ http://purl.org/dc/terms/title
+
+
+
+
+
+ Prediction Feature
+ http://openml.org/openml#PredictionFeature
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+ http://purl.org/dc/terms/type
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+
+
+
+
+
+
+ Quality Measurement
+ http://www.w3.org/ns/dqv#QualityMeasurement
+ dataset
+ http://purl.org/linked-data/cube#dataSet
+
+
+
+
+
+ Quality Measurement
+ http://www.w3.org/ns/dqv#QualityMeasurement
+ feature index
+ http://openml.org/openml#featureIndex
+
+
+
+
+
+ Quality Measurement
+ http://www.w3.org/ns/dqv#QualityMeasurement
+ interval end
+ http://openml.org/openml#intervalEnd
+
+
+
+
+
+ Quality Measurement
+ http://www.w3.org/ns/dqv#QualityMeasurement
+ interval start
+ http://openml.org/openml#intervalStart
+
+
+
+
+
+ Quality Measurement
+ http://www.w3.org/ns/dqv#QualityMeasurement
+ type
+ http://purl.org/dc/terms/type
+
+
+
+
+
+ Quality Measurement
+ http://www.w3.org/ns/dqv#QualityMeasurement
+ value
+ http://www.w3.org/ns/dqv#value
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Quality Measurement Dataset
+ http://www.w3.org/ns/dqv#QualityMeasurementDataset
+ evaluation engine id
+ http://openml.org/openml#evaluationEngine
+
+
+
+
+
+ Quality Measurement Dataset
+ http://www.w3.org/ns/dqv#QualityMeasurementDataset
+ identifier
+ http://purl.org/dc/terms/identifier
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Repository
+ https://linkedpaperswithcode.com/class/repository
+ has file
+ http://data.europa.eu/m8g/hasFile
+
+
+
+
+
+
+
+
+ Resource
+ http://www.w3.org/2000/01/rdf-schema#Resource
+
+
+
+
+
+
+ Rights statement
+ http://purl.org/dc/terms/RightsStatement
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Risk
+ http://data.europa.eu/m8g/Risk
+ title
+ http://purl.org/dc/terms/title
+
+
+
+
+
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+
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+
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+
+
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+
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+
+
+
+
+ Run
+ http://openml.org/openml#Run
+ error message
+ http://openml.org/openml#errorMessage
+
+
+
+
+
+ Run
+ http://openml.org/openml#Run
+ executes
+ http://www.w3.org/ns/mls#realizes
+
+
+
+
+
+ Run
+ http://openml.org/openml#Run
+ has evaluation
+ http://openml.org/openml#hasEvaluation
+
+
+
+
+
+ Run
+ http://openml.org/openml#Run
+ has flow
+ http://openml.org/openml#hasFlow
+
+
+
+
+
+ Run
+ http://openml.org/openml#Run
+ has output file description
+ http://openml.org/openml#hasOutputFileDescription
+
+
+
+
+
+ Run
+ http://openml.org/openml#Run
+ has output file prediction
+ http://openml.org/openml#hasOutputFilePrediction
+
+
+
+
+
+ Run
+ http://openml.org/openml#Run
+ has parameter
+ http://openml.org/openml#hasParameterSetting
+
+
+
+
+
+ Run
+ http://openml.org/openml#Run
+ has task
+ http://openml.org/openml#hasTask
+
+
+
+
+
+ Run
+ http://openml.org/openml#Run
+ has uploader
+ http://openml.org/openml#hasUploader
+
+
+
+
+
+ Run
+ http://openml.org/openml#Run
+ identifier
+ http://purl.org/dc/terms/identifier
+
+
+
+
+
+ Run
+ http://openml.org/openml#Run
+ keyword
+ http://www.w3.org/ns/dcat#keyword
+
+
+
+
+
+ Run
+ http://openml.org/openml#Run
+ run details
+ http://openml.org/openml#runDetails
+
+
+
+
+
+ Run
+ http://openml.org/openml#Run
+ setup Id
+ http://openml.org/openml#setupId
+
+
+
+
+
+ Run
+ http://openml.org/openml#Run
+ setup string
+ http://openml.org/openml#setupString
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Run Collection
+ http://openml.org/openml#RunCollection
+ has run
+ http://openml.org/openml#hasRun
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Split
+ http://openml.org/openml#Split
+ description
+ http://purl.org/dc/terms/description
+
+
+
+
+
+ Split
+ http://openml.org/openml#Split
+ id
+ http://purl.org/dc/terms/identifier
+
+
+
+
+
+ Split
+ http://openml.org/openml#Split
+ is applied to
+ http://openml.org/openml#isAppliedTo
+
+
+
+
+
+ Split
+ http://openml.org/openml#Split
+ title
+ http://purl.org/dc/terms/title
+
+
+
+
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+
+
+
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+
+
+
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+
+
+
+
+
+
+
+ Task
+ http://openml.org/openml#Task
+ has cost matrix
+ http://openml.org/openml#hasCostMatrix
+
+
+
+
+
+ Task
+ http://openml.org/openml#Task
+ has estimation procedure
+ http://openml.org/openml#hasEstimationProcedure
+
+
+
+
+
+ Task
+ http://openml.org/openml#Task
+ has evaluation measure
+ http://openml.org/openml#hasEvaluationMeasure
+
+
+
+
+
+ Task
+ http://openml.org/openml#Task
+ has output
+ http://openml.org/openml#hasOutput
+
+
+
+
+
+ Task
+ http://openml.org/openml#Task
+ has task type
+ http://openml.org/openml#hasTaskType
+
+
+
+
+
+ Task
+ http://openml.org/openml#Task
+ id
+ http://purl.org/dc/terms/identifier
+
+
+
+
+
+ Task
+ http://openml.org/openml#Task
+ keyword
+ http://www.w3.org/ns/dcat#keyword
+
+
+
+
+
+ Task
+ http://openml.org/openml#Task
+ source data
+ http://openml.org/openml#sourceData
+
+
+
+
+
+ Task
+ http://openml.org/openml#Task
+ target feature
+ http://openml.org/openml#targetFeature
+
+
+
+
+
+ Task
+ http://openml.org/openml#Task
+ title
+ http://purl.org/dc/terms/title
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Task Collection
+ http://openml.org/openml#TaskCollection
+ has task
+ http://openml.org/openml#hasTask
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Task Type
+ http://openml.org/openml#TaskType
+ description
+ http://www.w3.org/2004/02/skos/core#definition
+
+
+
+
+
+ Task Type
+ http://openml.org/openml#TaskType
+ id
+ http://purl.org/dc/terms/identifier
+
+
+
+
+
+ Task Type
+ http://openml.org/openml#TaskType
+ title
+ http://purl.org/dc/terms/title
+
+
+
+
+
+
+
+
+
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+
+
+
+
+
+
+
+
+
+
+
+
1..*
, contributor
, contributor
, creator
+ , dataset distribution
, description
- , distribution
, has version
, identifier
, is referenced by
, is referenced by
, is version of
- , issued
, keyword
, landing page
, publisher
+ , release date
, status
, title
, version info
@@ -1273,7 +1273,7 @@
0..*
- A keyword or tag describing the resource.
+ This property refers to a web page that provides access to the Dataset, its Distributions and/or additional information.
-
+ It is intended to point to a landing page at the original data provider, not to a page on a site of a third party, such as an aggregator.
-
- landing page
+ publisher
- Document
+ Agent
- 0..*
+ 0..1
- This property refers to a web page that provides access to the Dataset, its Distributions and/or additional information. It is intended to point to a landing page at the original data provider, not to a page on a site of a third party, such as an aggregator.
+ This property refers to an entity (organisation) responsible for making the resource available.
@@ -1721,27 +1721,27 @@
0..1
- This property refers to an entity (organisation) responsible for making the resource available.
+ This property contains the date of formal issuance (e.g., publication) of the Dataset.
@@ -1795,7 +1795,7 @@
The status of the dataset in the context of the publication process.
- The recommended controlled vocabulary is the Dataset status code list.
+ The recommended controlled vocabulary is the Dataset status code list.
+
+
+
+
+
+ executes
+
+
+
+
+ Algorithm
+
+
+
+
+ 1..*
+
+
+ The Algorithm executed by the run.
+
+
+
+
+
+
+
+
+
The status of the dataset in the context of the publication process.
-
- Abstract
+MLDCAT-AP aims to describe machine learning models, together with their datasets, quality measured on the datasets and citing papers. It has been originally developed in collaboration with OpenML. ++ Introduction +
+ ++MLDCAT-AP (Machine Learning DCAT-AP) is an application profile that extends DCAT-AP in the field of machine learning. +
+ +Status
++ This Application Profile has the status SEMIC Candidate Recommendation published at 2024-04-19. +
++ Information about the process and the decisions involved in the creation of this specification are consultable at the Changelog. +
++ License +
+ ++ + Copyright © 2024 European Union. All material in this repository is published under the license CC-BY 4.0, unless explicitly otherwise mentioned. +
+ ++ Terminology +
++ An Application Profile is a data specification aimed to facilitate the data exchange in a well-defined application context. It re-uses concepts from one or more semantic data specifications, while adding more specificity, by identifying mandatory, recommended, and optional elements, addressing particular application needs, and providing recommendations for controlled vocabularies to be used. + More information can be found on the SEMIC Style Guide. +
+ +This specification uses the following prefixes to shorten the URIs for readibility. + +| Prefix | Namespace IRI |
|---|---|
adms | http://www.w3.org/ns/adms# |
biro | http://purl.org/spar/biro/ |
cv | http://data.europa.eu/m8g/ |
dcat | http://www.w3.org/ns/dcat# |
dct | http://purl.org/dc/terms/ |
dqv | http://www.w3.org/ns/dqv# |
foaf | http://xmlns.com/foaf/0.1/ |
lpwc | https://linkedpaperswithcode.com/class/ |
lpwc-p | https://linkedpaperswithcode.com/property/ |
mls | http://www.w3.org/ns/mls# |
mlso | http://w3id.org/mlso/ |
odrl | http://www.w3.org/ns/odrl/2/ |
openml | http://openml.org/openml# |
owl | http://www.w3.org/2002/07/owl# |
qb | http://purl.org/linked-data/cube# |
rdf | http://www.w3.org/1999/02/22-rdf-syntax-ns# |
rdfs | http://www.w3.org/2000/01/rdf-schema# |
skos | http://www.w3.org/2004/02/skos/core# |
spdx | http://spdx.org/rdf/terms# |
xsd | http://www.w3.org/2001/XMLSchema# |
Overview
+ + +
+
+
+
+ This document describes the usage of the following main entities for a correct usage of the Application Profile:
+
+ |
+ Agent |
+ Algorithm |
+ Catalogue |
+ Dataset |
+ Distribution |
+ Machine Learning Model |
+ Output File Prediction |
+ Paper |
+ Quality Measurement |
+
+ The main entities are supported by:
+
+ |
+ Bibliographic Reference |
+ Catalogue Record |
+ Catalogued Resource |
+ Checksum |
+ Checksum Algorithm |
+ Collection |
+ Concept |
+ Cost Matrix |
+ Data quality |
+ Data Service |
+ Document |
+ Engagement |
+ Estimation Procedure |
+ Evaluation |
+ Evaluation Measure |
+ Feature |
+ Flow |
+ Flow Parameter |
+ Image Object |
+ Library |
+ Licence document |
+ Linguistic System |
+ Measure |
+ Media Type Or Extent |
+ Output File Description |
+ Parameter |
+ Parameter Setting |
+ Policy |
+ Prediction |
+ Prediction Feature |
+ Quality Measurement Dataset |
+ Repository |
+ Resource |
+ Rights statement |
+ Risk |
+ Run |
+ Run Collection |
+ Split |
+ Task |
+ Task Collection |
+ Task Type |
+
+ And supported by these datatypes:
+
+ | Literal | Temporal Literal | xsd:hexBinary | xsd:integer | xsd:nonNegativeInteger |
+
+
+
+
+
+
+
+ + Main Entities +
+The main entities are those that form the core of the Application Profile. + + + + ++ Agent + +
+ + +-
+
- + Definition + +
- + Any entity carrying out actions with respect to the (Core) entities Catalogue, Datasets, Data Services and Distributions. If the Agent is an organisation, the use of the Organization Ontology is recommended. + + + + +
- + Properties + + +
- + For this entity the following properties are defined: name + . + + +
+
+
+
+
+
+
+| + | ++ Property + | ++ Range + | ++ Card + | ++ Definition + | ++ Usage + | + +|
|---|---|---|---|---|---|---|
|
+
+
+
+
+ |
+ + + name + | ++ + + Literal + + + | ++ 1..* + | ++ This property contains a name of the agent. This property can be repeated for different versions of the name (e.g. the name in different languages) + | ++ + | + ++ + | +
+ Algorithm + +
+ + +-
+
- + Definition + +
- + The algorithm regardless software implementation. + + + + +
- + Properties + + +
- + For this entity the following properties are defined: has algorithm type + , has learning method type + . + + +
+
+
+
+
+
+
+| + | ++ Property + | ++ Range + | ++ Card + | ++ Definition + | ++ Usage + | + +|
|---|---|---|---|---|---|---|
|
+
+
+
+
+ |
+ + + has algorithm type + | ++ + + Concept + + + | ++ 0..1 + | ++ A relation between an algorithm the category of algorithms that belongs to. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + has learning method type + | ++ + + Concept + + + | ++ 0..1 + | ++ A relation between an algorithm learning method and the category of algorithm learning methods that it belongs to. + | ++ + | + ++ + | +
+ Catalogue + +
+ + +-
+
- + Definition + +
- + A catalogue or repository that hosts the Datasets or Data Services being described. + + + + +
- + Properties + + +
- + For this entity the following properties are defined: dataset + , description + , publisher + , record + , service + , title + . + + +
+
+
+
+
+
+
+| + | ++ Property + | ++ Range + | ++ Card + | ++ Definition + | ++ Usage + | + +|
|---|---|---|---|---|---|---|
|
+
+
+
+
+ |
+ + + dataset + | ++ + + Dataset + + + | ++ 0..* + | ++ This property links the Catalogue with a Dataset that is part of the Catalogue. As empty Catalogues are usually indications of problems, this property should be combined with the next property service to implement an empty Catalogue check. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + description + | ++ + + Literal + + + | ++ 1..* + | ++ A free-text account of the Catalogue. + | ++ This property can be repeated for parallel language versions of the description. + | + ++ + | +
|
+
+
+
+
+ |
+ + + publisher + | ++ + + Agent + + + | ++ 1 + | ++ This property refers to an entity (organisation) responsible for making the resource available. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + record + | ++ + + Catalogue Record + + + | ++ 0..* + | ++ This property refers to a Catalogue Record that is part of the Catalogue. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + service + | ++ + + Data Service + + + | ++ 0..* + | ++ This property refers to a site or end-point (Data Service) that is listed in the Catalogue. + | ++ As empty Catalogues are usually indications of problems, this property should be combined with the previous property dataset to implement an empty Catalogue check. + | + ++ + | +
|
+
+
+
+
+ |
+ + + title + | ++ + + Literal + + + | ++ 1..* + | ++ A name given to the Catalogue. + | ++ This property can be repeated for parallel language versions of the name. + | + ++ + | +
+ Dataset + +
+ + +-
+
- + Definition + +
- + A conceptual entity that represents the information published. + + + + +
-
+ Subclass of
+
- +
- Catalogued Resource + + + +
- + Properties + + +
- + For this entity the following properties are defined: access rights + , collectionDate + , contributor + , contributor + , creator + , dataset distribution + , description + , has version + , identifier + , is referenced by + , is referenced by + , is version of + , keyword + , landing page + , publisher + , release date + , status + , title + , version info + , versionLabel + , visibility + . + + +
+
+
+
+
+
+
+| + | ++ Property + | ++ Range + | ++ Card + | ++ Definition + | ++ Usage + | + +|
|---|---|---|---|---|---|---|
|
+
+
+
+
+ |
+ + + access rights + | ++ + + Rights statement + + + | ++ 0..1 + | ++ This property refers to information that indicates whether the Dataset is open data, has access restrictions or is not public. + | ++ The recommended controlled vocabulary is the Access Rights Named Authority List. + | + ++ + | +
|
+
+
+
+
+ |
+ + + collectionDate + | ++ + + Literal + + + | ++ 1 + | ++ The date the data was originally collected, given by the uploader. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + contributor + | ++ + + Agent + + + | ++ 0..* + | ++ An entity responsible for making contributions to the dataset. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + contributor + | ++ + + Agent + + + | ++ 0..* + | ++ An entity responsible for making contributions to the dataset. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + creator + | ++ + + Agent + + + | ++ 0..* + | ++ This property refers to the entity responsible for producing the dataset. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + dataset distribution + | ++ + + Distribution + + + | ++ 0..* + | ++ This property links the Dataset to an available Distribution. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + description + | ++ + + Literal + + + | ++ 1..* + | ++ A free-text account of the resource. + | ++ This property can be repeated for parallel language versions of the description. + | + ++ + | +
|
+
+
+
+
+ |
+ + + has version + | ++ + + Dataset + + + | ++ 0..* + | ++ This property refers to a related Dataset that is a version, edition, or adaptation of the described Dataset. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + identifier + | ++ + + Literal + + + | ++ 0..* + | ++ An unambiguous identifier for the resource. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + is referenced by + | ++ + + Paper + + + | ++ 0..* + | ++ A related resource that references, cites, or otherwise points to the described resource. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + is referenced by + | ++ + + Catalogued Resource + + + | ++ 0..* + | ++ This property is about a related resource, such as a publication, that references, cites, or otherwise points to the dataset. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + is version of + | ++ + + Dataset + + + | ++ 0..* + | ++ This property refers to a related Dataset of which the described Dataset is a version, edition, or adaptation. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + keyword + | ++ + + Literal + + + | ++ 0..* + | ++ A keyword or tag describing the resource. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + landing page + | ++ + + Document + + + | ++ 0..* + | ++ This property refers to a web page that provides access to the Dataset, its Distributions and/or additional information. + | ++ It is intended to point to a landing page at the original data provider, not to a page on a site of a third party, such as an aggregator. + | + ++ + | +
|
+
+
+
+
+ |
+ + + publisher + | ++ + + Agent + + + | ++ 0..1 + | ++ This property refers to an entity (organisation) responsible for making the resource available. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + release date + | ++ + + Temporal Literal + + + | ++ 0..1 + | ++ This property contains the date of formal issuance (e.g., publication) of the Dataset. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + status + | ++ + + Concept + + + | ++ 0..1 + | ++ The status of the dataset in the context of the publication process. + | ++ The recommended controlled vocabulary is the Dataset status code list. + | + ++ + | +
|
+
+
+
+
+ |
+ + + title + | ++ + + Literal + + + | ++ 1..* + | ++ A name given to the resource. + | ++ This property can be repeated for parallel language versions of the name. + | + ++ + | +
|
+
+
+
+
+ |
+ + + version info + | ++ + + Literal + + + | ++ 0..1 + | ++ This property contains a version number or other version designation of the Dataset. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + versionLabel + | ++ + + Literal + + + | ++ 0..1 + | ++ Version label provided by user, something relevant to the user. Can also be a date, hash, or some other type of id. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + visibility + | ++ + + Concept + + + | ++ 0..1 + | ++ Who can see the dataset. Typical values: 'Everyone','All my friends','Only me'. Can also be any of the user's circles. + | ++ The recommended controlled vocabulary is the Dataset visibility code list. + | + ++ + | +
+ Distribution + +
+ + +-
+
- + Definition + +
- + A physical embodiment of the Dataset in a particular format. + + + + +
- + Properties + + +
- + For this entity the following properties are defined: access service + , access URL + , byte size + , checksum + , default target attribute + , download URL + , format + , has feature + , has policy + , has quality measurement + , identifier + , ignore attribute + , language + , license + , processing error + , processing warning + , processingDate + , row ID attribute + , title + . + + +
+
+
+
+
+
+
+| + | ++ Property + | ++ Range + | ++ Card + | ++ Definition + | ++ Usage + | + +|
|---|---|---|---|---|---|---|
|
+
+
+
+
+ |
+ + + access service + | ++ + + Data Service + + + | ++ 0..* + | ++ This property refers to a data service that gives access to the distribution of the dataset. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + access URL + | ++ + + Catalogued Resource + + + | ++ 1..* + | ++ This property contains a URL that gives access to a Distribution of the Dataset. The resource at the access URL may contain information about how to get the Dataset. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + byte size + | ++ + + xsd:nonNegativeInteger + + + | ++ 0..1 + | ++ This property contains the size of a Distribution in bytes. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + checksum + | ++ + + Checksum + + + | ++ 0..1 + | ++ This property provides a mechanism that can be used to verify that the contents of a distribution have not changed. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + default target attribute + | ++ + + Literal + + + | ++ 0..* + | ++ The default target attribute, if it exists. + | ++ Tasks can also be defined that use another attribute as target. + | + ++ + | +
|
+
+
+
+
+ |
+ + + download URL + | ++ + + Catalogued Resource + + + | ++ 0..* + | ++ This property contains a URL that is a direct link to a downloadable file in a given format. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + format + | ++ + + Media Type Or Extent + + + | ++ 0..1 + | ++ This property refers to the file format of the Distribution. + | ++ The recommended controlled vocabulary is the EU Vocabularies File Type Named Authority List. + | + ++ + | +
|
+
+
+
+
+ |
+ + + has feature + | ++ + + Feature + + + | ++ 0..* + | ++ The attribute or column being part of a distribution. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + has policy + | ++ + + Policy + + + | ++ 0..1 + | ++ This property refers to the policy expressing the rights associated with the distribution if using the ODRL vocabulary. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + has quality measurement + | ++ + + Quality Measurement + + + | ++ 1..* + | ++ Refers to the performed quality measurements. Quality measurements can be performed to any kind of resource (e.g., a dataset, a linkset, a graph, a set of triples). However, in the DQV context, this property is generally expected to be used in statements in which subjects are instances of dcat:Dataset or dcat:Distribution. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + identifier + | ++ + + Literal + + + | ++ 0..1 + | ++ An unambiguous identifier for the resource. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + ignore attribute + | ++ + + Literal + + + | ++ 0..* + | ++ Attributes that should be excluded in modelling, such as identifiers and indexes. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + language + | ++ + + Linguistic System + + + | ++ 0..* + | ++ This property refers to a language used in the Distribution. This property can be repeated if the metadata is provided in multiple languages. + | ++ The recommended controlled vocabulary is the EU Vocabularies Languages Named Authority List. + | + ++ + | +
|
+
+
+
+
+ |
+ + + license + | ++ + + Licence document + + + | ++ 0..1 + | ++ The licence under which the resource is made available. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + processing error + | ++ + + Literal + + + | ++ 0..1 + | ++ Errors discovered while processing the dataset. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + processing warning + | ++ + + Literal + + + | ++ 0..1 + | ++ Warnings while processing the dataset. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + processingDate + | ++ + + Temporal Literal + + + | ++ 0..1 + | ++ Date of processing. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + row ID attribute + | ++ + + Literal + + + | ++ 0..1 + | ++ The attribute that represents the row-id column, if present in the dataset. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + title + | ++ + + Literal + + + | ++ 0..* + | ++ A name given to the resource. + | ++ This property can be repeated for parallel language versions of the name. + | + ++ + | +
+ Machine Learning Model + +
+ + +-
+
- + Definition + +
- + A file that has been trained to recognize certain types of patterns. + + + + +
- + Properties + + +
- + For this entity the following properties are defined: bias + , contributor + , created + , creator + , description + , evaluation results + , fine tuned from + , has bibliographic reference + , has engagement + , has output file prediction + , has repository + , has risk + , has uploader + , has variation + , how to use + , intended use + , keyword + , language + , license + , limitations + , logo + , name + , tested on + , trained on + , training process + , type + , validated on + , version + . + + +
+
+
+
+
+
+
+| + | ++ Property + | ++ Range + | ++ Card + | ++ Definition + | ++ Usage + | + +|
|---|---|---|---|---|---|---|
|
+
+
+
+
+ |
+ + + bias + | ++ + + Literal + + + | ++ 0..1 + | ++ A description of the possible biases affecting the overall output of the model. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + contributor + | ++ + + Agent + + + | ++ 0..* + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + created + | ++ + + Literal + + + | ++ 1 + | ++ Date of creation of the resource. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + creator + | ++ + + Agent + + + | ++ 0..* + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + description + | ++ + + Literal + + + | ++ 0..1 + | ++ An account of the resource. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + evaluation results + | ++ + + Literal + + + | ++ 0..1 + | ++ A description of the evaluation against the validation dataset. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + fine tuned from + | ++ + + Machine Learning Model + + + | ++ 0..1 + | ++ The model from on which this model has been fine tuned. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + has bibliographic reference + | ++ + + Bibliographic Reference + + + | ++ 0..* + | ++ The reference to a paper. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + has engagement + | ++ + + Engagement + + + | ++ 0..1 + | ++ Statistics resulting of user engagement. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + has output file prediction + | ++ + + Output File Prediction + + + | ++ 1 + | ++ The file in which the model is expressed. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + has repository + | ++ + + Repository + + + | ++ 0..* + | ++ The repository associated. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + has risk + | ++ + + Risk + + + | ++ 0..* + | ++ It refers to a possible risk that can occur. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + has uploader + | ++ + + Agent + + + | ++ 0..1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + has variation + | ++ + + Machine Learning Model + + + | ++ 0..* + | ++ The model that is variant of this model. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + how to use + | ++ + + Literal + + + | ++ 0..1 + | ++ An explanation of how to use or deploy the model. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + intended use + | ++ + + Literal + + + | ++ 0..1 + | ++ The objective or purpose of the model. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + keyword + | ++ + + Literal + + + | ++ 0..* + | ++ A keyword or tag describing the resource. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + language + | ++ + + Linguistic System + + + | ++ 0..* + | ++ A language of the resource. + | ++ The language that the model is able to understand. + | + ++ + | +
|
+
+
+
+
+ |
+ + + license + | ++ + + Licence document + + + | ++ 0..* + | ++ The licence under which the resource is made available. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + limitations + | ++ + + Literal + + + | ++ 0..1 + | ++ The limited capabilities of the model. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + logo + | ++ + + Image Object + + + | ++ 0..* + | ++ An image or logo of the model. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + name + | ++ + + Literal + + + | ++ 1 + | ++ The name assigned to the resource. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + tested on + | ++ + + Dataset + + + | ++ 0..* + | ++ The testing dataset used to evaluate the machine learning model. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + trained on + | ++ + + Dataset + + + | ++ 1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + training process + | ++ + + Literal + + + | ++ 0..1 + | ++ A description of the training process. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + type + | ++ + + Concept + + + | ++ 0..* + | ++ The nature or genre of the resource. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + validated on + | ++ + + Dataset + + + | ++ 0..* + | ++ The validation dataset used to fine-tune the machine learning model. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + version + | ++ + + Literal + + + | ++ 1 + | ++ The current version of the modeL + | ++ + | + ++ + | +
+ Output File Prediction + +
+ + +-
+
- + Definition + +
- + A physical embodiment of the machine learning model in a particular format. + + + + +
- + Properties + + +
- + For this entity the following properties are defined: checksum + , format + , id + , title + , url + . + + +
+
+
+
+
+
+
+| + | ++ Property + | ++ Range + | ++ Card + | ++ Definition + | ++ Usage + | + +|
|---|---|---|---|---|---|---|
|
+
+
+
+
+ |
+ + + checksum + | ++ + + Checksum + + + | ++ 0..* + | ++ This property provides a mechanism that can be used to verify that the contents of a distribution have not changed. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + format + | ++ + + Concept + + + | ++ 1 + | ++ The file format, physical medium, or dimensions of the resource. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + id + | ++ + + Literal + + + | ++ 1 + | ++ An unambiguous identifier for the resource. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + title + | ++ + + Literal + + + | ++ 1 + | ++ The name assigned to the resource. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + url + | ++ + + Catalogued Resource + + + | ++ 1 + | ++ The url of the file to be downloaded. + | ++ + | + ++ + | +
+ Paper + +
+ + +-
+
- + Definition + +
- + A paper makes content and research results available to the general public. + + + + +
- + Properties + + +
- + For this entity the following properties are defined: abstract + , creator + , date + , has document + , has model + , has repository + , references + , subject + , title + . + + +
+
+
+
+
+
+
+| + | ++ Property + | ++ Range + | ++ Card + | ++ Definition + | ++ Usage + | + +|
|---|---|---|---|---|---|---|
|
+
+
+
+
+ |
+ + + abstract + | ++ + + Literal + + + | ++ 0..1 + | ++ A summary of the resource. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + creator + | ++ + + Agent + + + | ++ 0..* + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + date + | ++ + + Literal + + + | ++ 1 + | ++ A point or period of time associated with an event in the lifecycle of the resource. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + has document + | ++ + + Document + + + | ++ 1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + has model + | ++ + + Machine Learning Model + + + | ++ 0..* + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + has repository + | ++ + + Repository + + + | ++ 0..* + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + references + | ++ + + Dataset + + + | ++ 0..* + | ++ A related resource that is referenced, cited, or otherwise pointed to by the described resource. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + subject + | ++ + + Literal + + + | ++ 0..1 + | ++ A topic of the resource. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + title + | ++ + + Literal + + + | ++ 1 + | ++ A name given to the resource. + | ++ + | + ++ + | +
+ Quality Measurement + +
+ + +-
+
- + Definition + +
- + Represents the evaluation of a given dataset (or dataset distribution) against a specific quality metric. + + + + +
- + Properties + + +
- + For this entity the following properties are defined: dataset + , feature index + , interval end + , interval start + , type + , value + . + + +
+
+
+
+
+
+
+| + | ++ Property + | ++ Range + | ++ Card + | ++ Definition + | ++ Usage + | + +|
|---|---|---|---|---|---|---|
|
+
+
+
+
+ |
+ + + dataset + | ++ + + Quality Measurement Dataset + + + | ++ 0..* + | ++ Indicates the data set of which this observation is a part. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + feature index + | ++ + + Feature + + + | ++ 0..1 + | ++ The feature on which the quality is measure on. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + interval end + | ++ + + Literal + + + | ++ 0..1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + interval start + | ++ + + Literal + + + | ++ 0..1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + type + | ++ + + Data quality + + + | ++ 1 + | ++ A classification for a quality. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + value + | ++ + + Literal + + + | ++ 1 + | ++ Refers to values computed by metric. + | ++ + | + ++ + | +
+ Supportive Entities +
+The supportive entities are supporting the main entities in the Application Profile. +They are included in the Application Profile because they form the range of properties. + + + + + + + + + ++ Bibliographic Reference + +
+ + +-
+
- + Definition + +
- + An expression of a bibliographic record in a specific format, that references a particular textual or data publication (or a work in preparation for publication). Each bibliographic reference is a list of items containing entities that describe aspects of the referenced work - for example authors, title, journal, publication year - selected from the bibliographic record. Note that because different journal styles may require omission of elements of the bibliographic record in references included in a paper's reference list (e.g. the title, the identifier, the names of the eighth and subsequent authors), and because errors can be introduced when an author creates a bibliographic reference, the bibliographic reference to a published work may not be a complete or fully accurate expression of the information contained within the authoritative bibliographic record for that work. + + + + +
- + Properties + + +
- + For this entity the following properties are defined: bibliographic citation + , format + , references + . + + +
+
+
+
+
+
+
+| + | ++ Property + | ++ Range + | ++ Card + | ++ Definition + | ++ Usage + | + +|
|---|---|---|---|---|---|---|
|
+
+
+
+
+ |
+ + + bibliographic citation + | ++ + + Literal + + + | ++ 1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + format + | ++ + + Literal + + + | ++ 1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + references + | ++ + + Paper + + + | ++ 0..* + | ++ A related resource that is referenced, cited, or otherwise pointed to by the described resource. + | ++ + | + ++ + | +
+ Catalogue Record + +
+ + +-
+
- + Definition + +
- + A description of an entry of a Dataset in the Catalogue. + + + + +
- + Properties + + +
- + For this entity the following properties are defined: description + , description version + , modification date + , primary topic + . + + +
+
+
+
+
+
+
+| + | ++ Property + | ++ Range + | ++ Card + | ++ Definition + | ++ Usage + | + +|
|---|---|---|---|---|---|---|
|
+
+
+
+
+ |
+ + + description + | ++ + + Literal + + + | ++ 0..* + | ++ A free-text account of the resource. + | ++ This property can be repeated for parallel language versions of the description. + | + ++ + | +
|
+
+
+
+
+ |
+ + + description version + | ++ + + Literal + + + | ++ 0..1 + | ++ It refers to the version of the description. '1' for original version. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + modification date + | ++ + + Temporal Literal + + + | ++ 1 + | ++ This property contains the most recent date on which the Catalogue entry was changed or modified. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + primary topic + | ++ + + Catalogued Resource + + + | ++ 1 + | ++ This property links the Catalogue Record to the Dataset, Data service or Catalog described in the record. + | ++ + | + ++ + | +
+ Catalogued Resource + +
+ + +-
+
- + Definition + +
- + Resource published or curated by a single agent. + + +
- + Reference in DCAT + +
- + Link + + + +
- + Usage Note + +
- + This class Catalogued Record is an abstract class for DCAT-AP. Therefore only subclasses should be used in a data exchange. + + + +
- + Properties + + +
- + This specification does not impose any additional requirements to properties for this entity. + + +
+ Checksum + +
+ + +-
+
- + Definition + +
- + A value that allows the contents of a file to be authenticated. This class allows the results of a variety of checksum and cryptographic message digest algorithms to be represented. + + + + +
- + Properties + + +
- + For this entity the following properties are defined: algorithm + , checksum value + . + + +
+
+
+
+
+
+
+| + | ++ Property + | ++ Range + | ++ Card + | ++ Definition + | ++ Usage + | + +|
|---|---|---|---|---|---|---|
|
+
+
+
+
+ |
+ + + algorithm + | ++ + + Checksum Algorithm + + + | ++ 1 + | ++ This property identifies the algorithm used to produce the subject Checksum. + | ++ The members of this property are the supported checksum algorithms. + | + ++ + | +
|
+
+
+
+
+ |
+ + + checksum value + | ++ + + xsd:hexBinary + + + | ++ 1 + | ++ This property provides a lower case hexadecimal encoded digest value produced using a specific algorithm. + | ++ + | + ++ + | +
+ Checksum Algorithm + +
+ + +-
+
- + Definition + +
- + Algorighm for Checksums. + + + + +
- + Properties + + +
- + This specification does not impose any additional requirements to properties for this entity. + + +
+ Collection + +
+ + +-
+
- + Definition + +
- + A collection is a group of task or runs to easily refer to them and share them with others. + + + + +
- + Properties + + +
- + For this entity the following properties are defined: creation date + , description + , has uploader + , identifier + , title + , visibility + . + + +
+
+
+
+
+
+
+| + | ++ Property + | ++ Range + | ++ Card + | ++ Definition + | ++ Usage + | + +|
|---|---|---|---|---|---|---|
|
+
+
+
+
+ |
+ + + creation date + | ++ + + Literal + + + | ++ 1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + description + | ++ + + Literal + + + | ++ 0..1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + has uploader + | ++ + + Agent + + + | ++ 1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + identifier + | ++ + + Literal + + + | ++ 1 + | ++ An unambiguous identifier for the resource. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + title + | ++ + + Literal + + + | ++ 1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + visibility + | ++ + + Concept + + + | ++ 1 + | ++ + | ++ The recommended controlled vocabulary is the Collection visibility code list. + | + ++ + | +
+ Concept + +
+ + +-
+
- + Definition + +
- + + + + + +
- + Properties + + +
- + This specification does not impose any additional requirements to properties for this entity. + + +
+ Cost Matrix + +
+ + +-
+
- + Definition + +
- + + + + + +
- + Properties + + +
- + This specification does not impose any additional requirements to properties for this entity. + + +
+ Data quality + +
+ + +-
+
- + Definition + +
- + A measureable property of datasets, such as size, shape, statistical properties, benchmarks, and the presence of missing values. + + + +
- + Usage Note + +
- + Examples are size, shape, statistical properties, benchmarks, and the presence of missing values. + + + +
-
+ Subclass of
+
- +
- Measure + + + +
- + Properties + + +
- + For this entity the following properties are defined: description + , identifier + , title + . + + +
+
+
+
+
+
+
+| + | ++ Property + | ++ Range + | ++ Card + | ++ Definition + | ++ Usage + | + +|
|---|---|---|---|---|---|---|
|
+
+
+
+
+ |
+ + + description + | ++ + + Literal + + + | ++ 0..1 + | ++ An explanation of the quality type. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + identifier + | ++ + + Literal + + + | ++ 1 + | ++ An unambiguous identifier for the resource. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + title + | ++ + + Literal + + + | ++ 1 + | ++ The name assigned to the resource. + | ++ + | + ++ + | +
+ Data Service + +
+ + +-
+
- + Definition + +
- + A collection of operations that provides access to one or more datasets or data processing functions. + + + + +
-
+ Subclass of
+
- +
- Catalogued Resource + + + +
- + Properties + + +
- + For this entity the following properties are defined: endpoint URL + , serves dataset + , title + . + + +
+
+
+
+
+
+
+| + | ++ Property + | ++ Range + | ++ Card + | ++ Definition + | ++ Usage + | + +|
|---|---|---|---|---|---|---|
|
+
+
+
+
+ |
+ + + endpoint URL + | ++ + + Catalogued Resource + + + | ++ 1..* + | ++ The root location or primary endpoint of the service (an IRI). + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + serves dataset + | ++ + + Dataset + + + | ++ 0..* + | ++ This property refers to a collection of data that this data service can distribute. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + title + | ++ + + Literal + + + | ++ 1..* + | ++ A name given to the resource. + | ++ This property can be repeated for parallel language versions of the name. + | + ++ + | +
+ Document + +
+ + +-
+
- + Definition + +
- + A textual resource intended for human consumption that contains information, e.g. a web page about a Dataset. + + + + +
- + Properties + + +
- + This specification does not impose any additional requirements to properties for this entity. + + +
+ Engagement + +
+ + +-
+
- + Definition + +
- + + + + + +
- + Properties + + +
- + For this entity the following properties are defined: download + , like + . + + +
+
+
+
+
+
+
+| + | ++ Property + | ++ Range + | ++ Card + | ++ Definition + | ++ Usage + | + +|
|---|---|---|---|---|---|---|
|
+
+
+
+
+ |
+ + + download + | ++ + + xsd:integer + + + | ++ 0..1 + | ++ The number of downloads of the machine learning model. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + like + | ++ + + xsd:integer + + + | ++ 0..1 + | ++ The number of likes the machine learning model received. + | ++ + | + ++ + | +
+ Estimation Procedure + +
+ + +-
+
- + Definition + +
- + It defines how models should be evaluated, typically by defining specific kinds of train- and test splits. + + + + +
-
+ Subclass of
+
- +
- Measure + + + +
- + Properties + + +
- + For this entity the following properties are defined: data splits URL + , description + , has parameter + , identifier + , title + , type + . + + +
+
+
+
+
+
+
+| + | ++ Property + | ++ Range + | ++ Card + | ++ Definition + | ++ Usage + | + +|
|---|---|---|---|---|---|---|
|
+
+
+
+
+ |
+ + + data splits URL + | ++ + + Catalogued Resource + + + | ++ 1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + description + | ++ + + Literal + + + | ++ 1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + has parameter + | ++ + + Parameter + + + | ++ 1..* + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + identifier + | ++ + + Literal + + + | ++ 1 + | ++ An unambiguous identifier for the resource. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + title + | ++ + + Literal + + + | ++ 1 + | ++ The name assigned to the resource. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + type + | ++ + + Concept + + + | ++ 1 + | ++ A classification of the resource. + | ++ For a oml:EstimationProcedure, the recommended controlled vocabulary is the Estimation Procedure type code list. + | + ++ + | +
+ Evaluation + +
+ + +-
+
- + Definition + +
- + + + + + +
- + Properties + + +
- + For this entity the following properties are defined: array data + , fold + , has flow + , identifier + , interval end + , interval start + , label + , repeat + , sample + , sample size + , stdev + , title + , value + . + + +
+
+
+
+
+
+
+| + | ++ Property + | ++ Range + | ++ Card + | ++ Definition + | ++ Usage + | + +|
|---|---|---|---|---|---|---|
|
+
+
+
+
+ |
+ + + array data + | ++ + + Literal + + + | ++ 0..1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + fold + | ++ + + Literal + + + | ++ 0..1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + has flow + | ++ + + Flow + + + | ++ 0..* + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + identifier + | ++ + + Literal + + + | ++ 0..1 + | ++ An unambiguous identifier for the resource. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + interval end + | ++ + + Literal + + + | ++ 0..1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + interval start + | ++ + + Literal + + + | ++ 0..1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + label + | ++ + + Literal + + + | ++ 0..1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + repeat + | ++ + + Literal + + + | ++ 0..1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + sample + | ++ + + Literal + + + | ++ 0..1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + sample size + | ++ + + Literal + + + | ++ 0..1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + stdev + | ++ + + Literal + + + | ++ 0..1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + title + | ++ + + Literal + + + | ++ 1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + value + | ++ + + Literal + + + | ++ 0..1 + | ++ + | ++ + | + ++ + | +
+ Evaluation Measure + +
+ + +-
+
- + Definition + +
- + A way to score the outputs of machine learning models (e.g. predictions). + + + + +
-
+ Subclass of
+
- +
- Measure + + + +
- + Properties + + +
- + For this entity the following properties are defined: description + , implementation + , title + , value + , value bad + , value good + . + + +
+
+
+
+
+
+
+| + | ++ Property + | ++ Range + | ++ Card + | ++ Definition + | ++ Usage + | + +|
|---|---|---|---|---|---|---|
|
+
+
+
+
+ |
+ + + description + | ++ + + Literal + + + | ++ 0..1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + implementation + | ++ + + Literal + + + | ++ 0..1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + title + | ++ + + Literal + + + | ++ 1 + | ++ The name assigned to the resource. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + value + | ++ + + Literal + + + | ++ 1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + value bad + | ++ + + Literal + + + | ++ 0..1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + value good + | ++ + + Literal + + + | ++ 0..1 + | ++ + | ++ + | + ++ + | +
+ Feature + +
+ + +-
+
- + Definition + +
- + The attribute or column in which a distribution is structured. + + + + +
- + Properties + + +
- + For this entity the following properties are defined: description + , title + , type + . + + +
+
+
+
+
+
+
+| + | ++ Property + | ++ Range + | ++ Card + | ++ Definition + | ++ Usage + | + +|
|---|---|---|---|---|---|---|
|
+
+
+
+
+ |
+ + + description + | ++ + + Literal + + + | ++ 0..1 + | ++ An explanation of the attribute. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + title + | ++ + + Literal + + + | ++ 1 + | ++ The name assigned to the resource. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + type + | ++ + + Concept + + + | ++ 1 + | ++ A classification of the resource. + | ++ For a oml:Feature, the recommended controlled vocabulary is the Feature type code list. + | + ++ + | +
+ Flow + +
+ + +-
+
- + Definition + +
- + A machine learning pipelines or neural architectures, or (untrained) machine learning models, such as in general. + + + +
- + Usage Note + +
- + Flows contain all the information necessary to build a model, including its exact structure and any software dependencies. Given a flow, supported machine learning libraries can reproduce the model exactly. + + + +
- + Properties + + +
- + For this entity the following properties are defined: class name + , custom name + , description + , external version + , has dependency + , has flow parameter + , has uploader + , identifier + , keyword + , status + , title + , uploaded + , version + . + + +
+
+
+
+
+
+
+| + | ++ Property + | ++ Range + | ++ Card + | ++ Definition + | ++ Usage + | + +|
|---|---|---|---|---|---|---|
|
+
+
+
+
+ |
+ + + class name + | ++ + + Literal + + + | ++ 0..1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + custom name + | ++ + + Literal + + + | ++ 0..1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + description + | ++ + + Literal + + + | ++ 0..1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + external version + | ++ + + Literal + + + | ++ 0..1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + has dependency + | ++ + + Library + + + | ++ 1..* + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + has flow parameter + | ++ + + Flow Parameter + + + | ++ 0..* + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + has uploader + | ++ + + Agent + + + | ++ 0..1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + identifier + | ++ + + Literal + + + | ++ 0..1 + | ++ An unambiguous identifier for the resource. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + keyword + | ++ + + Literal + + + | ++ 0..* + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + status + | ++ + + Concept + + + | ++ 1 + | ++ + | ++ The recommended controlled vocabulary is the Flow status code list. + | + ++ + | +
|
+
+
+
+
+ |
+ + + title + | ++ + + Literal + + + | ++ 1 + | ++ The name assigned to the resource. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + uploaded + | ++ + + Literal + + + | ++ 1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + version + | ++ + + Literal + + + | ++ 0..1 + | ++ + | ++ + | + ++ + | +
+ Flow Parameter + +
+ + +-
+
- + Definition + +
- + + + + + +
- + Properties + + +
- + For this entity the following properties are defined: default value + , description + , recommended range + , title + , type + . + + +
+
+
+
+
+
+
+| + | ++ Property + | ++ Range + | ++ Card + | ++ Definition + | ++ Usage + | + +|
|---|---|---|---|---|---|---|
|
+
+
+
+
+ |
+ + + default value + | ++ + + Literal + + + | ++ 0..1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + description + | ++ + + Literal + + + | ++ 0..1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + recommended range + | ++ + + Literal + + + | ++ 0..1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + title + | ++ + + Literal + + + | ++ 1 + | ++ The name assigned to the resource. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + type + | ++ + + Concept + + + | ++ 0..1 + | ++ A classification of the resource. + | ++ For a oml:FlowParameter, the recommended controlled vocabulary is the Flow Parameter type code list. + | + ++ + | +
+ Image Object + +
+ + +-
+
- + Definition + +
- + + + + + +
- + Properties + + +
- + This specification does not impose any additional requirements to properties for this entity. + + +
+ Library + +
+ + + + + + + + ++ Licence document + +
+ + +-
+
- + Definition + +
- + A legal document giving official permission to do something with a resource. + + + + +
- + Properties + + +
- + This specification does not impose any additional requirements to properties for this entity. + + +
+ Linguistic System + +
+ + +-
+
- + Definition + +
- + + + + + +
- + Properties + + +
- + This specification does not impose any additional requirements to properties for this entity. + + +
+ Measure + +
+ + +-
+
- + Definition + +
- + + + + + +
- + Properties + + +
- + This specification does not impose any additional requirements to properties for this entity. + + +
+ Media Type Or Extent + +
+ + +-
+
- + Definition + +
- + + + + + +
- + Properties + + +
- + This specification does not impose any additional requirements to properties for this entity. + + +
+ Output File Description + +
+ + +-
+
- + Definition + +
- + The degree or extent of something, as determined by measurement or calculation. + + + + +
- + Properties + + +
- + For this entity the following properties are defined: id + , title + , url + . + + +
+
+
+
+
+
+
+| + | ++ Property + | ++ Range + | ++ Card + | ++ Definition + | ++ Usage + | + +|
|---|---|---|---|---|---|---|
|
+
+
+
+
+ |
+ + + id + | ++ + + Literal + + + | ++ 1 + | ++ An unambiguous identifier for the resource. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + title + | ++ + + Literal + + + | ++ 1 + | ++ The name assigned to the resource. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + url + | ++ + + Literal + + + | ++ 1 + | ++ + | ++ + | + ++ + | +
+ Parameter + +
+ + + + + + + + ++ Parameter Setting + +
+ + +-
+
- + Definition + +
- + + + + + +
- + Properties + + +
- + For this entity the following properties are defined: component + , name + , value + . + + +
+
+
+
+
+
+
+| + | ++ Property + | ++ Range + | ++ Card + | ++ Definition + | ++ Usage + | + +|
|---|---|---|---|---|---|---|
|
+
+
+
+
+ |
+ + + component + | ++ + + Literal + + + | ++ 0..1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + name + | ++ + + Literal + + + | ++ 1 + | ++ The name assigned to the resource. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + value + | ++ + + Literal + + + | ++ 1 + | ++ + | ++ + | + ++ + | +
+ Policy + +
+ + +-
+
- + Definition + +
- + + + + + +
- + Properties + + +
- + This specification does not impose any additional requirements to properties for this entity. + + +
+ Prediction + +
+ + +-
+
- + Definition + +
- + + + + + +
- + Properties + + +
- + For this entity the following properties are defined: format + , has prediction feature + . + + +
+
+
+
+
+
+
+| + | ++ Property + | ++ Range + | ++ Card + | ++ Definition + | ++ Usage + | + +|
|---|---|---|---|---|---|---|
|
+
+
+
+
+ |
+ + + format + | ++ + + Concept + + + | ++ 1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + has prediction feature + | ++ + + Prediction Feature + + + | ++ 1..* + | ++ + | ++ + | + ++ + | +
+ Prediction Feature + +
+ + +-
+
- + Definition + +
- + + + + + +
- + Properties + + +
- + For this entity the following properties are defined: title + , type + . + + +
+
+
+
+
+
+
+| + | ++ Property + | ++ Range + | ++ Card + | ++ Definition + | ++ Usage + | + +|
|---|---|---|---|---|---|---|
|
+
+
+
+
+ |
+ + + title + | ++ + + Literal + + + | ++ 1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + type + | ++ + + Concept + + + | ++ 1 + | ++ + | ++ For a oml:PredictionFeature, the recommended controlled vocabulary is the Prediction Feature type code list. + | + ++ + | +
+ Quality Measurement Dataset + +
+ + +-
+
- + Definition + +
- + Represents a dataset of quality measurements, evaluations of one or more datasets (or dataset distributions) against specific quality metrics. + + + + +
- + Properties + + +
- + For this entity the following properties are defined: evaluation engine id + , identifier + . + + +
+
+
+
+
+
+
+| + | ++ Property + | ++ Range + | ++ Card + | ++ Definition + | ++ Usage + | + +|
|---|---|---|---|---|---|---|
|
+
+
+
+
+ |
+ + + evaluation engine id + | ++ + + Literal + + + | ++ 0..1 + | ++ The engine responsible for extracting the features. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + identifier + | ++ + + Literal + + + | ++ 1 + | ++ An unambiguous identifier for the resource. + | ++ + | + ++ + | +
+ Repository + +
+ + +-
+
- + Definition + +
- + + + + + +
- + Properties + + +
- + For this entity the following properties are defined: has file + . + + +
+
+
+
+
+
+
+| + | ++ Property + | ++ Range + | ++ Card + | ++ Definition + | ++ Usage + | + +|
|---|---|---|---|---|---|---|
|
+
+
+
+
+ |
+ + + has file + | ++ + + Output File Prediction + + + | ++ 0..* + | ++ + | ++ + | + ++ + | +
+ Resource + +
+ + +-
+
- + Definition + +
- + Anything described by RDF. + + + + +
- + Properties + + +
- + This specification does not impose any additional requirements to properties for this entity. + + +
+ Rights statement + +
+ + +-
+
- + Definition + +
- + A statement about the intellectual property rights (IPR) held in or over a resource, a legal document giving official permission to do something with a resource, or a statement about access rights. + + + + +
- + Properties + + +
- + This specification does not impose any additional requirements to properties for this entity. + + +
+ Risk + +
+ + +-
+
- + Definition + +
- + A foreseeable harm or misunderstanding. + + + + +
- + Properties + + +
- + For this entity the following properties are defined: title + . + + +
+ Run + +
+ + +-
+
- + Definition + +
- + An evaluation of machine learning models (flows) trained on a given task. + + + +
- + Usage Note + +
- + Runs can be created and shared automatically from supported machine learning libraries. They contain the exact hyperparameters used, all detailed results, and potentially the trained models. + + + +
- + Properties + + +
- + For this entity the following properties are defined: error message + , executes + , has evaluation + , has flow + , has output file description + , has output file prediction + , has parameter + , has task + , has uploader + , identifier + , keyword + , run details + , setup Id + , setup string + . + + +
+
+
+
+
+
+
+| + | ++ Property + | ++ Range + | ++ Card + | ++ Definition + | ++ Usage + | + +|
|---|---|---|---|---|---|---|
|
+
+
+
+
+ |
+ + + error message + | ++ + + Literal + + + | ++ 0..1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + executes + | ++ + + Algorithm + + + | ++ 1..* + | ++ The Algorithm executed by the run. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + has evaluation + | ++ + + Evaluation + + + | ++ 0..* + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + has flow + | ++ + + Flow + + + | ++ 1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + has output file description + | ++ + + Output File Description + + + | ++ 1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + has output file prediction + | ++ + + Output File Prediction + + + | ++ 1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + has parameter + | ++ + + Parameter Setting + + + | ++ 0..1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + has task + | ++ + + Task + + + | ++ 0..1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + has uploader + | ++ + + Agent + + + | ++ 0..1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + identifier + | ++ + + Literal + + + | ++ 0..1 + | ++ An unambiguous identifier for the resource. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + keyword + | ++ + + Literal + + + | ++ 0..* + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + run details + | ++ + + Literal + + + | ++ 0..1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + setup Id + | ++ + + Literal + + + | ++ 0..1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + setup string + | ++ + + Literal + + + | ++ 0..1 + | ++ + | ++ + | + ++ + | +
+ Run Collection + +
+ + +-
+
- + Definition + +
- + A group of runs to easily refer to them and share them with others. + + + + +
-
+ Subclass of
+
- +
- Collection + + + +
- + Properties + + +
- + For this entity the following properties are defined: has run + . + + +
+ Split + +
+ + +-
+
- + Definition + +
- + + + + + +
- + Properties + + +
- + For this entity the following properties are defined: description + , id + , is applied to + , title + . + + +
+
+
+
+
+
+
+| + | ++ Property + | ++ Range + | ++ Card + | ++ Definition + | ++ Usage + | + +|
|---|---|---|---|---|---|---|
|
+
+
+
+
+ |
+ + + description + | ++ + + Literal + + + | ++ 0..1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + id + | ++ + + Literal + + + | ++ 1 + | ++ An unambiguous identifier for the resource. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + is applied to + | ++ + + Distribution + + + | ++ 1..* + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + title + | ++ + + Literal + + + | ++ 1 + | ++ The name assigned to the resource. + | ++ + | + ++ + | +
+ Task + +
+ + +-
+
- + Definition + +
- + A task defines specific problems to be solved using a given dataset. + + + +
- + Usage Note + +
- + Tasks specify train and test sets, which target feature(s) to predict for supervised problems, and possibly which evaluation measure to optimize. They make the problem reproducible and machine-readable. + + + +
- + Properties + + +
- + For this entity the following properties are defined: has cost matrix + , has estimation procedure + , has evaluation measure + , has output + , has task type + , id + , keyword + , source data + , target feature + , title + . + + +
+
+
+
+
+
+
+| + | ++ Property + | ++ Range + | ++ Card + | ++ Definition + | ++ Usage + | + +|
|---|---|---|---|---|---|---|
|
+
+
+
+
+ |
+ + + has cost matrix + | ++ + + Cost Matrix + + + | ++ 0..1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + has estimation procedure + | ++ + + Estimation Procedure + + + | ++ 1..* + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + has evaluation measure + | ++ + + Evaluation Measure + + + | ++ 1..* + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + has output + | ++ + + Prediction + + + | ++ 1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + has task type + | ++ + + Task Type + + + | ++ 1 + | ++ + | ++ The recommended controlled vocabulary is the Task type code list. + | + ++ + | +
|
+
+
+
+
+ |
+ + + id + | ++ + + Literal + + + | ++ 0..1 + | ++ An unambiguous identifier for the resource. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + keyword + | ++ + + Literal + + + | ++ 0..* + | ++ A keyword or tag describing the resource. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + source data + | ++ + + Dataset + + + | ++ 1..* + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + target feature + | ++ + + Feature + + + | ++ 1..* + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + title + | ++ + + Literal + + + | ++ 1 + | ++ The name assigned to the resource. + | ++ + | + ++ + | +
+ Task Collection + +
+ + +-
+
- + Definition + +
- + A group of tasks to easily refer to them and share them with others. + + + + +
-
+ Subclass of
+
- +
- Collection + + + +
- + Properties + + +
- + For this entity the following properties are defined: has task + . + + +
+
+
+
+
+
+
+| + | ++ Property + | ++ Range + | ++ Card + | ++ Definition + | ++ Usage + | + +|
|---|---|---|---|---|---|---|
|
+
+
+
+
+ |
+ + + has task + | ++ + + Task + + + | ++ 1..* + | ++ + | ++ + | + ++ + | +
+ Task Type + +
+ + +-
+
- + Definition + +
- + + + + + +
- + Properties + + +
- + For this entity the following properties are defined: description + , id + , title + . + + +
+
+
+
+
+
+
+| + | ++ Property + | ++ Range + | ++ Card + | ++ Definition + | ++ Usage + | + +|
|---|---|---|---|---|---|---|
|
+
+
+
+
+ |
+ + + description + | ++ + + Literal + + + | ++ 1 + | ++ + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + id + | ++ + + Literal + + + | ++ 1 + | ++ An unambiguous identifier for the resource. + | ++ + | + ++ + | +
|
+
+
+
+
+ |
+ + + title + | ++ + + Literal + + + | ++ 1 + | ++ The name assigned to the resource. + | ++ + | + ++ + | +
+ Datatypes +
+ + The following datatypes are used within this specification. + +| + | ++ Class + | ++ Definition + | +
|---|---|---|
|
+
+
+
+ |
+
+
+ Literal
+
+
+ | + A literal value such as a string or integer; Literals may be typed, e.g. as a date according to xsd:date. Literals that contain human-readable text have an optional language tag as defined by BCP 47. + |
|
+
+
+
+ |
+
+
+ Temporal Literal
+
+
+ | + rdfs:Literal encoded using the relevant [[ISO8601]] Date and Time compliant string and typed using the appropriate XML Schema datatype (xsd:gYear, xsd:gYearMonth, xsd:date, or xsd:dateTime). + |
|
+
+
+
+ |
+
+
+ xsd:hexBinary
+
+
+ | + Hex-encoded binary data. The ·value space· of hexBinary is the set of finite-length sequences of binary octets. + |
|
+
+
+
+ |
+
+
+ xsd:integer
+
+
+ | + Integer is derived from decimal by fixing the value of fractionDigits to be 0 and disallowing the trailing decimal point. This results in the standard mathematical concept of the integer numbers. + |
|
+
+
+
+ | + + + + | + Number derived from integer by setting the value of minInclusive to be 0. + |
Examples
+ +Example Dataset
+
+Usage Guidelines
+Support for implementation
+ +The following section provides support for implementing the MLDCAT-AP. + + +JSON-LD context file
+ +One common technical question is the format in which the data is being exchanged. +For conformance with the MLDCAT-AP, it is not mandatory that this happens in a RDF serialisation, but the exhanged format SHOULD be unambiguously be transformable into RDF. +For the format JSON, a popular format to exchange data between systems, SEMIC provides a JSON-LD context file. +JSON-LD is a W3C Recommendation [[[json-ld11]]] that provided a standard approach to interpret JSON structures as RDF. +The provided JSON-LD context file can be used by implementers. +This JSON-LD context is not normative, i.e. other JSON-LD contexts are allowed. + +The JSON-LD context file downloadable here. + + +Validation
+ +To verify if the data is (technically) conformant to the MLDCAT-AP, the exchanged data can be validated using the provided SHACL shapes. +SHACL is a W3C Recommendation to express constraints on a RDF knowledge graph. + +To support the check whether or not a catalogue satisfies the expressed constraints in this Core Vocabulary, the constraints in this specification are expressed using SHACL [[shacl]]. +Each constraint in this specification that could be converted into a SHACL expression has been included. +As such this collection of SHACL expressions that can be used to build a validation check for data. + +It is up to the implementers to define the validation they expect. +Each implementation happens within a context, and that context is beyond the SHACL expressions here. + +The shapes can be found here. + +RDF representation
+The RDF representation of the MLDCAT-AP is available here. + +UML representation
+The UML representation from which the MLDCAT-AP has been build is available here. + + + +Governance
+ +Versioning governance
+All specifications produced in SEMIC will follow the versioning rule described by the SEMIC Style Guide rule +PC-R3. +In case a SEMIC asset is deprecated the asset will remain available through its PURI. + +The serialisation will have: +-
+
- a dct:isReplacedBy referencing the new assets used instead and +
- an adms:status indicating its deprecated status. +
Governance requirements for re-used assets
+In order to adhere to the SEMIC Style Guide rule GC-R2 + a specification should have quality and governance standards for the assets that are being reused. + +In order for an asset to be considered for reuse within a SEMIC specification it can be requested by a community member or it requires to adhere to the following requirements: +-
+
- The asset is part of a recommendation by a major standards body or an EU institution. +
- The asset is actively being maintained. +
-
+
- Syntax validation will be performed on the relevant artefacts. +
- Constraint validation will be performed on the relevant artefacts. +
- The PURI will be validated. +
Lexicalisation rules
+ +In order to adhere to the SEMIC Style Guide rule SC-R3 a specification requires formal lexicalisation rules. +The Style Guide proposes two options either by using RDFS or SKOS lexicalisation. + +SEMIC uses and will use the RDFS lexicalisation for all of its specifications. More specifically: +-
+
- rdfs:label is used to provide a human-readable version of a resource's name. +
- The usage of certain resource can be clarified in a skos:usageNote. +
Mappings
+ A mapping towards Schema.org can be found here +Quick Reference of Classes and Properties
+ +This section provides a condensed tabular overview of the mentioned classes and properties in this specification. +The properties are indicated as-
+
- Mandatory property: a receiver MUST be able to process the information for that property; a sender MUST provide the information for that property. +
- Recommended property: a receiver MUST be able to process the information for that property; a sender SHOULD provide the information for that property if it is available. +
- Optional property: a receiver MUST be able to process the information for that property; a sender MAY provide the information for that property but is not obliged to do so. +
- Deprecated property: a receiver SHOULD be able to process information about instances of that property; a sender SHOULD NOT provide the information about instances of that property. +
| Class | Class IRI | Property Type | Property | Property IRI |
|---|---|---|---|---|
| Agent | +http://xmlns.com/foaf/0.1/Agent |
+ + | name | +http://xmlns.com/foaf/0.1/name |
+
| Algorithm | +http://www.w3.org/ns/mls#Algorithm |
+ + | has algorithm type | +http://w3id.org/mlso/hasAlgorithmType |
+
| Algorithm | +http://www.w3.org/ns/mls#Algorithm |
+ + | has learning method type | +http://w3id.org/mlso/hasLearningMethodType |
+
| Bibliographic Reference | +http://purl.org/spar/biro/BibliographicReference |
+ + | bibliographic citation | +http://purl.org/dc/terms/bibliographicCitation |
+
| Bibliographic Reference | +http://purl.org/spar/biro/BibliographicReference |
+ + | format | +http://purl.org/dc/terms/format |
+
| Bibliographic Reference | +http://purl.org/spar/biro/BibliographicReference |
+ + | references | +http://purl.org/dc/terms/references |
+
| Catalogue | +http://www.w3.org/ns/dcat#Catalog |
+ + | dataset | +http://www.w3.org/ns/dcat#dataset |
+
| Catalogue | +http://www.w3.org/ns/dcat#Catalog |
+ + | description | +http://purl.org/dc/terms/description |
+
| Catalogue | +http://www.w3.org/ns/dcat#Catalog |
+ + | publisher | +http://purl.org/dc/terms/publisher |
+
| Catalogue | +http://www.w3.org/ns/dcat#Catalog |
+ + | record | +http://www.w3.org/ns/dcat#record |
+
| Catalogue | +http://www.w3.org/ns/dcat#Catalog |
+ + | service | +http://www.w3.org/ns/dcat#service |
+
| Catalogue | +http://www.w3.org/ns/dcat#Catalog |
+ + | title | +http://purl.org/dc/terms/title |
+
| Catalogue Record | +http://www.w3.org/ns/dcat#CatalogRecord |
+ + | description | +http://purl.org/dc/terms/description |
+
| Catalogue Record | +http://www.w3.org/ns/dcat#CatalogRecord |
+ + | description version | +http://openml.org/openml#descriptionVersion |
+
| Catalogue Record | +http://www.w3.org/ns/dcat#CatalogRecord |
+ + | modification date | +http://purl.org/dc/terms/modified |
+
| Catalogue Record | +http://www.w3.org/ns/dcat#CatalogRecord |
+ + | primary topic | +http://xmlns.com/foaf/0.1/primaryTopic |
+
| Catalogued Resource | +http://www.w3.org/ns/dcat#Resource |
+ + | + | + |
| Checksum | +http://spdx.org/rdf/terms#Checksum |
+ + | algorithm | +http://spdx.org/rdf/terms#algorithm |
+
| Checksum | +http://spdx.org/rdf/terms#Checksum |
+ + | checksum value | +http://spdx.org/rdf/terms#checksumValue |
+
| Checksum Algorithm | +http://spdx.org/rdf/terms#ChecksumAlgorithm |
+ + | + | + |
| Collection | +http://openml.org/openml#Collection |
+ + | creation date | +http://openml.org/openml#creationDate |
+
| Collection | +http://openml.org/openml#Collection |
+ + | description | +http://purl.org/dc/terms/description |
+
| Collection | +http://openml.org/openml#Collection |
+ + | has uploader | +http://openml.org/openml#hasUploader |
+
| Collection | +http://openml.org/openml#Collection |
+ + | identifier | +http://purl.org/dc/terms/identifier |
+
| Collection | +http://openml.org/openml#Collection |
+ + | title | +http://purl.org/dc/terms/title |
+
| Collection | +http://openml.org/openml#Collection |
+ + | visibility | +http://openml.org/openml#visibility |
+
| Concept | +http://www.w3.org/2004/02/skos/core#Concept |
+ + | + | + |
| Cost Matrix | +http://openml.org/openml#CostMatrix |
+ + | + | + |
| Data quality | +http://openml.org/openml#DataQuality |
+ + | description | +http://purl.org/dc/terms/description |
+
| Data quality | +http://openml.org/openml#DataQuality |
+ + | identifier | +http://purl.org/dc/terms/identifier |
+
| Data quality | +http://openml.org/openml#DataQuality |
+ + | title | +http://purl.org/dc/terms/title |
+
| Data Service | +http://www.w3.org/ns/dcat#DataService |
+ + | endpoint URL | +http://www.w3.org/ns/dcat#endpointURL |
+
| Data Service | +http://www.w3.org/ns/dcat#DataService |
+ + | serves dataset | +http://www.w3.org/ns/dcat#servesDataset |
+
| Data Service | +http://www.w3.org/ns/dcat#DataService |
+ + | title | +http://purl.org/dc/terms/title |
+
| Dataset | +http://www.w3.org/ns/dcat#Dataset |
+ + | access rights | +http://purl.org/dc/terms/accessRights |
+
| Dataset | +http://www.w3.org/ns/dcat#Dataset |
+ + | collectionDate | +http://openml.org/openml#collectionDate |
+
| Dataset | +http://www.w3.org/ns/dcat#Dataset |
+ + | contributor | +http://purl.org/dc/terms/contributor |
+
| Dataset | +http://www.w3.org/ns/dcat#Dataset |
+ + | contributor | +http://purl.org/dc/terms/contributor |
+
| Dataset | +http://www.w3.org/ns/dcat#Dataset |
+ + | creator | +http://purl.org/dc/terms/creator |
+
| Dataset | +http://www.w3.org/ns/dcat#Dataset |
+ + | dataset distribution | +http://www.w3.org/ns/dcat#distribution |
+
| Dataset | +http://www.w3.org/ns/dcat#Dataset |
+ + | description | +http://purl.org/dc/terms/description |
+
| Dataset | +http://www.w3.org/ns/dcat#Dataset |
+ + | has version | +http://www.w3.org/ns/dcat#hasVersion |
+
| Dataset | +http://www.w3.org/ns/dcat#Dataset |
+ + | identifier | +http://purl.org/dc/terms/identifier |
+
| Dataset | +http://www.w3.org/ns/dcat#Dataset |
+ + | is referenced by | +http://purl.org/dc/terms/isReferencedBy |
+
| Dataset | +http://www.w3.org/ns/dcat#Dataset |
+ + | is referenced by | +http://purl.org/dc/terms/isReferencedBy |
+
| Dataset | +http://www.w3.org/ns/dcat#Dataset |
+ + | is version of | +http://purl.org/dc/terms/isVersionOf |
+
| Dataset | +http://www.w3.org/ns/dcat#Dataset |
+ + | keyword | +http://www.w3.org/ns/dcat#keyword |
+
| Dataset | +http://www.w3.org/ns/dcat#Dataset |
+ + | landing page | +http://www.w3.org/ns/dcat#landingPage |
+
| Dataset | +http://www.w3.org/ns/dcat#Dataset |
+ + | publisher | +http://purl.org/dc/terms/publisher |
+
| Dataset | +http://www.w3.org/ns/dcat#Dataset |
+ + | release date | +http://purl.org/dc/terms/issued |
+
| Dataset | +http://www.w3.org/ns/dcat#Dataset |
+ + | status | +http://www.w3.org/ns/adms#status |
+
| Dataset | +http://www.w3.org/ns/dcat#Dataset |
+ + | title | +http://purl.org/dc/terms/title |
+
| Dataset | +http://www.w3.org/ns/dcat#Dataset |
+ + | version info | +http://www.w3.org/2002/07/owl#versionInfo |
+
| Dataset | +http://www.w3.org/ns/dcat#Dataset |
+ + | versionLabel | +http://openml.org/openml#versionLabel |
+
| Dataset | +http://www.w3.org/ns/dcat#Dataset |
+ + | visibility | +http://openml.org/openml#access_policy |
+
| Distribution | +http://www.w3.org/ns/dcat#Distribution |
+ + | access service | +http://www.w3.org/ns/dcat#accessService |
+
| Distribution | +http://www.w3.org/ns/dcat#Distribution |
+ + | access URL | +http://www.w3.org/ns/dcat#accessURL |
+
| Distribution | +http://www.w3.org/ns/dcat#Distribution |
+ + | byte size | +http://www.w3.org/ns/dcat#byteSize |
+
| Distribution | +http://www.w3.org/ns/dcat#Distribution |
+ + | checksum | +http://spdx.org/rdf/terms#checksum |
+
| Distribution | +http://www.w3.org/ns/dcat#Distribution |
+ + | default target attribute | +http://openml.org/openml#defaultTargetAttribute |
+
| Distribution | +http://www.w3.org/ns/dcat#Distribution |
+ + | download URL | +http://www.w3.org/ns/dcat#downloadURL |
+
| Distribution | +http://www.w3.org/ns/dcat#Distribution |
+ + | format | +http://purl.org/dc/terms/format |
+
| Distribution | +http://www.w3.org/ns/dcat#Distribution |
+ + | has feature | +http://openml.org/openml#hasFeature |
+
| Distribution | +http://www.w3.org/ns/dcat#Distribution |
+ + | has policy | +http://www.w3.org/ns/odrl/2/hasPolicy |
+
| Distribution | +http://www.w3.org/ns/dcat#Distribution |
+ + | has quality measurement | +http://www.w3.org/ns/dqv#hasQualityMeasurement |
+
| Distribution | +http://www.w3.org/ns/dcat#Distribution |
+ + | identifier | +http://purl.org/dc/terms/identifier |
+
| Distribution | +http://www.w3.org/ns/dcat#Distribution |
+ + | ignore attribute | +http://openml.org/openml#ignoreAttribute |
+
| Distribution | +http://www.w3.org/ns/dcat#Distribution |
+ + | language | +http://purl.org/dc/terms/language |
+
| Distribution | +http://www.w3.org/ns/dcat#Distribution |
+ + | license | +http://purl.org/dc/terms/license |
+
| Distribution | +http://www.w3.org/ns/dcat#Distribution |
+ + | processing error | +http://openml.org/openml#processingError |
+
| Distribution | +http://www.w3.org/ns/dcat#Distribution |
+ + | processing warning | +http://openml.org/openml#processingWarning |
+
| Distribution | +http://www.w3.org/ns/dcat#Distribution |
+ + | processingDate | +http://openml.org/openml#processingDate |
+
| Distribution | +http://www.w3.org/ns/dcat#Distribution |
+ + | row ID attribute | +http://openml.org/openml#rowIDAttribute |
+
| Distribution | +http://www.w3.org/ns/dcat#Distribution |
+ + | title | +http://purl.org/dc/terms/title |
+
| Document | +http://xmlns.com/foaf/0.1/Document |
+ + | + | + |
| Engagement | +http://data.europa.eu/m8g/Engagement |
+ + | download | +http://data.europa.eu/m8g/download |
+
| Engagement | +http://data.europa.eu/m8g/Engagement |
+ + | like | +http://data.europa.eu/m8g/like |
+
| Estimation Procedure | +http://openml.org/openml#EstimationProcedure |
+ + | data splits URL | +http://openml.org/openml#dataSplitsURL |
+
| Estimation Procedure | +http://openml.org/openml#EstimationProcedure |
+ + | description | +http://purl.org/dc/terms/description |
+
| Estimation Procedure | +http://openml.org/openml#EstimationProcedure |
+ + | has parameter | +http://openml.org/openml#hasParameter |
+
| Estimation Procedure | +http://openml.org/openml#EstimationProcedure |
+ + | identifier | +http://purl.org/dc/terms/identifier |
+
| Estimation Procedure | +http://openml.org/openml#EstimationProcedure |
+ + | title | +http://purl.org/dc/terms/title |
+
| Estimation Procedure | +http://openml.org/openml#EstimationProcedure |
+ + | type | +http://purl.org/dc/terms/type |
+
| Evaluation | +http://openml.org/openml#Evaluation |
+ + | array data | +http://openml.org/openml#arrayData |
+
| Evaluation | +http://openml.org/openml#Evaluation |
+ + | fold | +http://openml.org/openml#fold |
+
| Evaluation | +http://openml.org/openml#Evaluation |
+ + | has flow | +http://openml.org/openml#hasFlow |
+
| Evaluation | +http://openml.org/openml#Evaluation |
+ + | identifier | +http://purl.org/dc/terms/identifier |
+
| Evaluation | +http://openml.org/openml#Evaluation |
+ + | interval end | +http://openml.org/openml#intervalEnd |
+
| Evaluation | +http://openml.org/openml#Evaluation |
+ + | interval start | +http://openml.org/openml#intervalStart |
+
| Evaluation | +http://openml.org/openml#Evaluation |
+ + | label | +http://www.w3.org/2000/01/rdf-schema#label |
+
| Evaluation | +http://openml.org/openml#Evaluation |
+ + | repeat | +http://openml.org/openml#repeat |
+
| Evaluation | +http://openml.org/openml#Evaluation |
+ + | sample | +http://openml.org/openml#sample |
+
| Evaluation | +http://openml.org/openml#Evaluation |
+ + | sample size | +http://openml.org/openml#sampleSize |
+
| Evaluation | +http://openml.org/openml#Evaluation |
+ + | stdev | +http://openml.org/openml#stdev |
+
| Evaluation | +http://openml.org/openml#Evaluation |
+ + | title | +http://purl.org/dc/terms/title |
+
| Evaluation | +http://openml.org/openml#Evaluation |
+ + | value | +http://openml.org/openml#value |
+
| Evaluation Measure | +http://openml.org/openml#EvaluationMeasure |
+ + | description | +http://purl.org/dc/terms/description |
+
| Evaluation Measure | +http://openml.org/openml#EvaluationMeasure |
+ + | implementation | +http://openml.org/openml#implementation |
+
| Evaluation Measure | +http://openml.org/openml#EvaluationMeasure |
+ + | title | +http://purl.org/dc/terms/title |
+
| Evaluation Measure | +http://openml.org/openml#EvaluationMeasure |
+ + | value | +http://openml.org/openml#value |
+
| Evaluation Measure | +http://openml.org/openml#EvaluationMeasure |
+ + | value bad | +http://openml.org/openml#valueBad |
+
| Evaluation Measure | +http://openml.org/openml#EvaluationMeasure |
+ + | value good | +http://openml.org/openml#valueGood |
+
| Feature | +http://openml.org/openml#Feature |
+ + | description | +http://purl.org/dc/terms/description |
+
| Feature | +http://openml.org/openml#Feature |
+ + | title | +http://purl.org/dc/terms/title |
+
| Feature | +http://openml.org/openml#Feature |
+ + | type | +http://purl.org/dc/terms/type |
+
| Flow | +http://openml.org/openml#Flow |
+ + | class name | +http://openml.org/openml#className |
+
| Flow | +http://openml.org/openml#Flow |
+ + | custom name | +http://openml.org/openml#customName |
+
| Flow | +http://openml.org/openml#Flow |
+ + | description | +http://purl.org/dc/terms/description |
+
| Flow | +http://openml.org/openml#Flow |
+ + | external version | +http://openml.org/openml#externalVersion |
+
| Flow | +http://openml.org/openml#Flow |
+ + | has dependency | +http://openml.org/openml#hasDependency |
+
| Flow | +http://openml.org/openml#Flow |
+ + | has flow parameter | +http://openml.org/openml#hasFlowParameter |
+
| Flow | +http://openml.org/openml#Flow |
+ + | has uploader | +http://openml.org/openml#hasUploader |
+
| Flow | +http://openml.org/openml#Flow |
+ + | identifier | +http://purl.org/dc/terms/identifier |
+
| Flow | +http://openml.org/openml#Flow |
+ + | keyword | +http://www.w3.org/ns/dcat#keyword |
+
| Flow | +http://openml.org/openml#Flow |
+ + | status | +http://openml.org/openml#status |
+
| Flow | +http://openml.org/openml#Flow |
+ + | title | +http://purl.org/dc/terms/title |
+
| Flow | +http://openml.org/openml#Flow |
+ + | uploaded | +http://openml.org/openml#uploaded |
+
| Flow | +http://openml.org/openml#Flow |
+ + | version | +http://openml.org/openml#version |
+
| Flow Parameter | +http://openml.org/openml#FlowParameter |
+ + | default value | +http://openml.org/openml#defaultValue |
+
| Flow Parameter | +http://openml.org/openml#FlowParameter |
+ + | description | +http://purl.org/dc/terms/description |
+
| Flow Parameter | +http://openml.org/openml#FlowParameter |
+ + | recommended range | +http://openml.org/openml#recommendedRange |
+
| Flow Parameter | +http://openml.org/openml#FlowParameter |
+ + | title | +http://purl.org/dc/terms/title |
+
| Flow Parameter | +http://openml.org/openml#FlowParameter |
+ + | type | +http://purl.org/dc/terms/type |
+
| Image Object | +http://data.europa.eu/m8g/ImageObject |
+ + | + | + |
| Library | +http://openml.org/openml#Library |
+ + | title | +http://purl.org/dc/terms/title |
+
| Library | +http://openml.org/openml#Library |
+ + | version | +http://openml.org/openml#version |
+
| Licence document | +http://purl.org/dc/terms/LicenseDocument |
+ + | + | + |
| Linguistic System | +http://purl.org/dc/terms/LinguisticSystem |
+ + | + | + |
| Machine Learning Model | +http://data.europa.eu/m8g/MachineLearningModel |
+ + | bias | +http://openml.org/openml#bias |
+
| Machine Learning Model | +http://data.europa.eu/m8g/MachineLearningModel |
+ + | contributor | +http://purl.org/dc/terms/contributor |
+
| Machine Learning Model | +http://data.europa.eu/m8g/MachineLearningModel |
+ + | created | +http://purl.org/dc/terms/created |
+
| Machine Learning Model | +http://data.europa.eu/m8g/MachineLearningModel |
+ + | creator | +http://purl.org/dc/terms/creator |
+
| Machine Learning Model | +http://data.europa.eu/m8g/MachineLearningModel |
+ + | description | +http://purl.org/dc/terms/description |
+
| Machine Learning Model | +http://data.europa.eu/m8g/MachineLearningModel |
+ + | evaluation results | +http://openml.org/openml#evaluationResults |
+
| Machine Learning Model | +http://data.europa.eu/m8g/MachineLearningModel |
+ + | fine tuned from | +http://data.europa.eu/m8g/fineTunedFrom |
+
| Machine Learning Model | +http://data.europa.eu/m8g/MachineLearningModel |
+ + | has bibliographic reference | +http://data.europa.eu/m8g/hasBibliographicReference |
+
| Machine Learning Model | +http://data.europa.eu/m8g/MachineLearningModel |
+ + | has engagement | +http://data.europa.eu/m8g/hasEngagement |
+
| Machine Learning Model | +http://data.europa.eu/m8g/MachineLearningModel |
+ + | has output file prediction | +http://openml.org/openml#hasOutputFilePrediction |
+
| Machine Learning Model | +http://data.europa.eu/m8g/MachineLearningModel |
+ + | has repository | +http://data.europa.eu/m8g/hasRepository |
+
| Machine Learning Model | +http://data.europa.eu/m8g/MachineLearningModel |
+ + | has risk | +http://data.europa.eu/m8g/hasRisk |
+
| Machine Learning Model | +http://data.europa.eu/m8g/MachineLearningModel |
+ + | has uploader | +http://openml.org/openml#hasUploader |
+
| Machine Learning Model | +http://data.europa.eu/m8g/MachineLearningModel |
+ + | has variation | +http://data.europa.eu/m8g/hasVariation |
+
| Machine Learning Model | +http://data.europa.eu/m8g/MachineLearningModel |
+ + | how to use | +http://openml.org/openml#howToUse |
+
| Machine Learning Model | +http://data.europa.eu/m8g/MachineLearningModel |
+ + | intended use | +http://openml.org/openml#intendedUse |
+
| Machine Learning Model | +http://data.europa.eu/m8g/MachineLearningModel |
+ + | keyword | +http://www.w3.org/ns/dcat#keyword |
+
| Machine Learning Model | +http://data.europa.eu/m8g/MachineLearningModel |
+ + | language | +http://purl.org/dc/terms/language |
+
| Machine Learning Model | +http://data.europa.eu/m8g/MachineLearningModel |
+ + | license | +http://purl.org/dc/terms/license |
+
| Machine Learning Model | +http://data.europa.eu/m8g/MachineLearningModel |
+ + | limitations | +http://openml.org/openml#limitations |
+
| Machine Learning Model | +http://data.europa.eu/m8g/MachineLearningModel |
+ + | logo | +http://data.europa.eu/m8g/logo |
+
| Machine Learning Model | +http://data.europa.eu/m8g/MachineLearningModel |
+ + | name | +http://purl.org/dc/terms/title |
+
| Machine Learning Model | +http://data.europa.eu/m8g/MachineLearningModel |
+ + | tested on | +http://data.europa.eu/m8g/testedOn |
+
| Machine Learning Model | +http://data.europa.eu/m8g/MachineLearningModel |
+ + | trained on | +http://data.europa.eu/m8g/trainedOn |
+
| Machine Learning Model | +http://data.europa.eu/m8g/MachineLearningModel |
+ + | training process | +http://openml.org/openml#trainingProcess |
+
| Machine Learning Model | +http://data.europa.eu/m8g/MachineLearningModel |
+ + | type | +http://purl.org/dc/terms/type |
+
| Machine Learning Model | +http://data.europa.eu/m8g/MachineLearningModel |
+ + | validated on | +http://data.europa.eu/m8g/validatedOn |
+
| Machine Learning Model | +http://data.europa.eu/m8g/MachineLearningModel |
+ + | version | +http://openml.org/openml#version |
+
| Measure | +http://openml.org/openml#Measure |
+ + | + | + |
| Media Type Or Extent | +http://purl.org/dc/terms/MediaTypeOrExtent |
+ + | + | + |
| Output File Description | +http://openml.org/openml#OutputFileDescription |
+ + | id | +http://purl.org/dc/terms/identifier |
+
| Output File Description | +http://openml.org/openml#OutputFileDescription |
+ + | title | +http://purl.org/dc/terms/title |
+
| Output File Description | +http://openml.org/openml#OutputFileDescription |
+ + | url | +http://openml.org/openml#url |
+
| Output File Prediction | +http://openml.org/openml#OutputFilePrediction |
+ + | checksum | +http://spdx.org/rdf/terms#checksum |
+
| Output File Prediction | +http://openml.org/openml#OutputFilePrediction |
+ + | format | +http://purl.org/dc/terms/format |
+
| Output File Prediction | +http://openml.org/openml#OutputFilePrediction |
+ + | id | +http://purl.org/dc/terms/identifier |
+
| Output File Prediction | +http://openml.org/openml#OutputFilePrediction |
+ + | title | +http://purl.org/dc/terms/title |
+
| Output File Prediction | +http://openml.org/openml#OutputFilePrediction |
+ + | url | +http://openml.org/openml#url |
+
| Paper | +https://linkedpaperswithcode.com/class/paper |
+ + | abstract | +http://purl.org/dc/terms/abstract |
+
| Paper | +https://linkedpaperswithcode.com/class/paper |
+ + | creator | +http://purl.org/dc/terms/creator |
+
| Paper | +https://linkedpaperswithcode.com/class/paper |
+ + | date | +http://purl.org/dc/terms/date |
+
| Paper | +https://linkedpaperswithcode.com/class/paper |
+ + | has document | +http://data.europa.eu/m8g/hasDocument |
+
| Paper | +https://linkedpaperswithcode.com/class/paper |
+ + | has model | +https://linkedpaperswithcode.com/property/hasModel |
+
| Paper | +https://linkedpaperswithcode.com/class/paper |
+ + | has repository | +https://linkedpaperswithcode.com/property/hasRepository |
+
| Paper | +https://linkedpaperswithcode.com/class/paper |
+ + | references | +http://purl.org/dc/terms/references |
+
| Paper | +https://linkedpaperswithcode.com/class/paper |
+ + | subject | +http://purl.org/dc/terms/subject |
+
| Paper | +https://linkedpaperswithcode.com/class/paper |
+ + | title | +http://purl.org/dc/terms/title |
+
| Parameter | +http://openml.org/openml#Parameter |
+ + | title | +http://purl.org/dc/terms/title |
+
| Parameter | +http://openml.org/openml#Parameter |
+ + | value | +http://openml.org/openml#value |
+
| Parameter Setting | +http://openml.org/openml#ParameterSetting |
+ + | component | +http://openml.org/openml#component |
+
| Parameter Setting | +http://openml.org/openml#ParameterSetting |
+ + | name | +http://purl.org/dc/terms/title |
+
| Parameter Setting | +http://openml.org/openml#ParameterSetting |
+ + | value | +http://openml.org/openml#value |
+
| Policy | +http://www.w3.org/ns/odrl/2/Policy |
+ + | + | + |
| Prediction | +http://openml.org/openml#Prediction |
+ + | format | +http://purl.org/dc/terms/format |
+
| Prediction | +http://openml.org/openml#Prediction |
+ + | has prediction feature | +http://openml.org/openml#hasPredictionFeature |
+
| Prediction Feature | +http://openml.org/openml#PredictionFeature |
+ + | title | +http://purl.org/dc/terms/title |
+
| Prediction Feature | +http://openml.org/openml#PredictionFeature |
+ + | type | +http://purl.org/dc/terms/type |
+
| Quality Measurement | +http://www.w3.org/ns/dqv#QualityMeasurement |
+ + | dataset | +http://purl.org/linked-data/cube#dataSet |
+
| Quality Measurement | +http://www.w3.org/ns/dqv#QualityMeasurement |
+ + | feature index | +http://openml.org/openml#featureIndex |
+
| Quality Measurement | +http://www.w3.org/ns/dqv#QualityMeasurement |
+ + | interval end | +http://openml.org/openml#intervalEnd |
+
| Quality Measurement | +http://www.w3.org/ns/dqv#QualityMeasurement |
+ + | interval start | +http://openml.org/openml#intervalStart |
+
| Quality Measurement | +http://www.w3.org/ns/dqv#QualityMeasurement |
+ + | type | +http://purl.org/dc/terms/type |
+
| Quality Measurement | +http://www.w3.org/ns/dqv#QualityMeasurement |
+ + | value | +http://www.w3.org/ns/dqv#value |
+
| Quality Measurement Dataset | +http://www.w3.org/ns/dqv#QualityMeasurementDataset |
+ + | evaluation engine id | +http://openml.org/openml#evaluationEngine |
+
| Quality Measurement Dataset | +http://www.w3.org/ns/dqv#QualityMeasurementDataset |
+ + | identifier | +http://purl.org/dc/terms/identifier |
+
| Repository | +https://linkedpaperswithcode.com/class/repository |
+ + | has file | +http://data.europa.eu/m8g/hasFile |
+
| Resource | +http://www.w3.org/2000/01/rdf-schema#Resource |
+ + | + | + |
| Rights statement | +http://purl.org/dc/terms/RightsStatement |
+ + | + | + |
| Risk | +http://data.europa.eu/m8g/Risk |
+ + | title | +http://purl.org/dc/terms/title |
+
| Run | +http://openml.org/openml#Run |
+ + | error message | +http://openml.org/openml#errorMessage |
+
| Run | +http://openml.org/openml#Run |
+ + | executes | +http://www.w3.org/ns/mls#realizes |
+
| Run | +http://openml.org/openml#Run |
+ + | has evaluation | +http://openml.org/openml#hasEvaluation |
+
| Run | +http://openml.org/openml#Run |
+ + | has flow | +http://openml.org/openml#hasFlow |
+
| Run | +http://openml.org/openml#Run |
+ + | has output file description | +http://openml.org/openml#hasOutputFileDescription |
+
| Run | +http://openml.org/openml#Run |
+ + | has output file prediction | +http://openml.org/openml#hasOutputFilePrediction |
+
| Run | +http://openml.org/openml#Run |
+ + | has parameter | +http://openml.org/openml#hasParameterSetting |
+
| Run | +http://openml.org/openml#Run |
+ + | has task | +http://openml.org/openml#hasTask |
+
| Run | +http://openml.org/openml#Run |
+ + | has uploader | +http://openml.org/openml#hasUploader |
+
| Run | +http://openml.org/openml#Run |
+ + | identifier | +http://purl.org/dc/terms/identifier |
+
| Run | +http://openml.org/openml#Run |
+ + | keyword | +http://www.w3.org/ns/dcat#keyword |
+
| Run | +http://openml.org/openml#Run |
+ + | run details | +http://openml.org/openml#runDetails |
+
| Run | +http://openml.org/openml#Run |
+ + | setup Id | +http://openml.org/openml#setupId |
+
| Run | +http://openml.org/openml#Run |
+ + | setup string | +http://openml.org/openml#setupString |
+
| Run Collection | +http://openml.org/openml#RunCollection |
+ + | has run | +http://openml.org/openml#hasRun |
+
| Split | +http://openml.org/openml#Split |
+ + | description | +http://purl.org/dc/terms/description |
+
| Split | +http://openml.org/openml#Split |
+ + | id | +http://purl.org/dc/terms/identifier |
+
| Split | +http://openml.org/openml#Split |
+ + | is applied to | +http://openml.org/openml#isAppliedTo |
+
| Split | +http://openml.org/openml#Split |
+ + | title | +http://purl.org/dc/terms/title |
+
| Task | +http://openml.org/openml#Task |
+ + | has cost matrix | +http://openml.org/openml#hasCostMatrix |
+
| Task | +http://openml.org/openml#Task |
+ + | has estimation procedure | +http://openml.org/openml#hasEstimationProcedure |
+
| Task | +http://openml.org/openml#Task |
+ + | has evaluation measure | +http://openml.org/openml#hasEvaluationMeasure |
+
| Task | +http://openml.org/openml#Task |
+ + | has output | +http://openml.org/openml#hasOutput |
+
| Task | +http://openml.org/openml#Task |
+ + | has task type | +http://openml.org/openml#hasTaskType |
+
| Task | +http://openml.org/openml#Task |
+ + | id | +http://purl.org/dc/terms/identifier |
+
| Task | +http://openml.org/openml#Task |
+ + | keyword | +http://www.w3.org/ns/dcat#keyword |
+
| Task | +http://openml.org/openml#Task |
+ + | source data | +http://openml.org/openml#sourceData |
+
| Task | +http://openml.org/openml#Task |
+ + | target feature | +http://openml.org/openml#targetFeature |
+
| Task | +http://openml.org/openml#Task |
+ + | title | +http://purl.org/dc/terms/title |
+
| Task Collection | +http://openml.org/openml#TaskCollection |
+ + | has task | +http://openml.org/openml#hasTask |
+
| Task Type | +http://openml.org/openml#TaskType |
+ + | description | +http://www.w3.org/2004/02/skos/core#definition |
+
| Task Type | +http://openml.org/openml#TaskType |
+ + | id | +http://purl.org/dc/terms/identifier |
+
| Task Type | +http://openml.org/openml#TaskType |
+ + | title | +http://purl.org/dc/terms/title |
+