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<!DOCTYPE html>
<html>
<head lang="en">
<meta charset="UTF-8">
<title>BehaviorSim | About</title>
<meta content='width=device-width, initial-scale=1, maximum-scale=1, user-scalable=no' name='viewport'>
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<style>
.title{
text-align: center;
color: dodgerblue;
font-size: 2em;
font-weight: bold;
}
.left-of-border {
border-right: 1px dashed #333;
}
figure {
text-align: center;
display: block;
margin-left: auto;
margin-right: auto;
}
</style>
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</head>
<body id="page-top" class="index">
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The behaviorSim Toolkit
</a>
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<ul class="nav navbar-nav navbar-right">
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<a href="#page-top"></a>
</li>
<li>
<a class="page-scroll" href="#overview">User Story</a>
</li>
<li>
<a class="page-scroll" href="#compare">Compare</a>
</li>
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<a class="page-scroll" href="#portfolio">Tools</a> <!-- note: id must be portfolio for agency.js -->
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<header>
<div class="container">
<div class="intro-text">
<div class="intro-lead-in">a dynamical modeling toolkit</div>
<div class="intro-heading">for behavioral science</div>
<a href="#overview" class="page-scroll btn btn-xl">Tell Me More</a>
<a href="#model-builder-study" class="btn btn-xl btn-success" data-toggle="modal">Try it!</a>
</div>
</div>
</header>
<!-- really short overview -->
<section id="overview" class="bg-lightest-gray">
<div class="container">
<div class="row">
<div class="col-lg-12 text-center">
<h2 class="section-heading">User Story</h2>
<h3 class="section-subheading text-muted">The big picture.</h3>
</div>
</div>
<div class="row">
<div class="col-lg-12">
<figure>
<iframe src="https://docs.google.com/presentation/embed?id=1eFa68B-K-GXwCJvM-Ku6NV8MZFmuWftZV92-pmp7x6Y&start=false&loop=true& frameborder="0" width="780" height="607"></iframe>
</figure>
<!-- TODO: this timeline may work nicely for this
<ul class="timeline">
<li>
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<img class="img-circle img-responsive" src="img/agency_demo/about/1.jpg" alt="">
</div>
<div class="timeline-panel">
<div class="timeline-heading">
<h4>2009-2011</h4>
<h4 class="subheading">Our Humble Beginnings</h4>
</div>
<div class="timeline-body">
<p class="text-muted">Lorem ipsum dolor sit amet, consectetur adipisicing elit. Sunt ut voluptatum eius sapiente, totam reiciendis temporibus qui quibusdam, recusandae sit vero unde, sed, incidunt et ea quo dolore laudantium consectetur!</p>
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<img class="img-circle img-responsive" src="img/agency_demo/about/2.jpg" alt="">
</div>
<div class="timeline-panel">
<div class="timeline-heading">
<h4>March 2011</h4>
<h4 class="subheading">An Agency is Born</h4>
</div>
<div class="timeline-body">
<p class="text-muted">Lorem ipsum dolor sit amet, consectetur adipisicing elit. Sunt ut voluptatum eius sapiente, totam reiciendis temporibus qui quibusdam, recusandae sit vero unde, sed, incidunt et ea quo dolore laudantium consectetur!</p>
</div>
</div>
</li>
<li>
<div class="timeline-image">
<img class="img-circle img-responsive" src="img/agency_demo/about/3.jpg" alt="">
</div>
<div class="timeline-panel">
<div class="timeline-heading">
<h4>December 2012</h4>
<h4 class="subheading">Transition to Full Service</h4>
</div>
<div class="timeline-body">
<p class="text-muted">Lorem ipsum dolor sit amet, consectetur adipisicing elit. Sunt ut voluptatum eius sapiente, totam reiciendis temporibus qui quibusdam, recusandae sit vero unde, sed, incidunt et ea quo dolore laudantium consectetur!</p>
</div>
</div>
</li>
<li class="timeline-inverted">
<div class="timeline-image">
<img class="img-circle img-responsive" src="img/agency_demo/about/4.jpg" alt="">
</div>
<div class="timeline-panel">
<div class="timeline-heading">
<h4>July 2014</h4>
<h4 class="subheading">Phase Two Expansion</h4>
</div>
<div class="timeline-body">
<p class="text-muted">Lorem ipsum dolor sit amet, consectetur adipisicing elit. Sunt ut voluptatum eius sapiente, totam reiciendis temporibus qui quibusdam, recusandae sit vero unde, sed, incidunt et ea quo dolore laudantium consectetur!</p>
</div>
</div>
</li>
<li class="timeline-inverted">
<div class="timeline-image">
<h4>Be Part
<br>Of Our
<br>Story!</h4>
</div>
</li>
</ul>
-->
</div>
</div>
</div>
</div> <!-- container -->
</section>
<!-- side-by-side compare section -->
<section id="compare" class="bg-light-gray">
<div class="container">
<div class="row">
<div class="col-lg-12 text-center">
<h2 class="section-heading">Comparison</h2>
<h3 class="section-subheading text-muted">Methodologies before and after behaviorSim.</h3>
</div>
</div>
<div class="row">
<div class="row ">
<!-- left side (classical approach) -->
<div class="col-xs-6 left-of-border">
<div class="box box-primary title">
<img src="img/splash/before.png">
</div>
</div>
<!-- right side (behaviorSim enhanced!)-->
<div class="col-xs-6">
<div class="box box-primary title">
<img src="img/splash/after.png">
</div>
</div>
</div>
<!-- planning -->
<div class="row">
<div class="title">
Planning an Experiment and Generating a Hypothesis
</div>
<div class="col-xs-12">
<div class="box box-primary">
With a research question in mind, scientists work to choose the right behavioral theory
and then must think through how it applies to the case in question.
<!-- TODO: add something like https://explorable.com/images/within-subject-design.jpg -->
</div>
</div>
<!-- left side (classical approach) -->
<div class="col-xs-6 left-of-border">
<div class="box box-primary">
Predictions from the chosen theory are estimated
qualitatively by the researcher, who must think through the psychological processes of the subject as they go through
the experiment.
<figure>
<img src="img/splash/graph_compare_before.png">
<figcaption>Our best guess for what will happen using a repeated measures design.</figcaption>
</figure>
</div>
</div>
<!-- right side (behaviorSim enhanced!)-->
<div class="col-xs-6">
<div class="box box-primary">
Predictions from the chosen theory are examined
quantitatively by creating simulations based on existing models of the chosen theory.
<figure>
<img src="img/splash/graph_compare_after.png">
<figcaption>
Predicted response to a repeated measures dosage. Note the response delay and
habituation responses.
</figcaption>
</figure>
</div>
</div>
</div>
<div class="row">
<div class="title">
Modifying Existing Theory
</div>
<div class="col-xs-12">
<div class="box box-primary">
We propose that existing theory is inadequate to explain phenomena observed in our experiment,
and we provide a modification to the theory which explains the data.
</div>
</div>
<!-- left side (classical approach) -->
<div class="col-xs-6 left-of-border">
<div class="box box-primary">
You must read through my paper and think through the experiment from the subject's perspective in
order to understand how to use it.
<figure>
<img src="img/splash/model_change_before.png">
<figcaption>
Our finding needs to be considered when using this theory.
</figcaption>
</figure>
</div>
</div>
<!-- right side (behaviorSim enhanced!)-->
<div class="col-xs-6">
<div class="box box-primary">
Here is the new equation.
<figure>
<img src="img/splash/model_change_after.png">
<figcaption>
Here is how you can consider our finding in your work.
</figcaption>
</figure>
</div>
</div>
</div>
<div class="col-xs-12">
<div class="box box-primary">
I must make a compelling argument for this contribution's importance and
relevance outside of this experiment.
</div>
</div>
<!-- model evaluation -->
<div class="row">
<div class="title">
Model Evaluation Using Experimental Data
</div>
<!-- left side (classical approach) -->
<div class="col-xs-6 left-of-border">
<div class="box box-primary">
Our model is better than the status quo. This paper explains in detail why we think it is
better and how it allows you to make predictive estimates more accurately. The p-value provides
quantifiable evidence that some effect exists.
<br>
<br>
<figure>
<img src="img/splash/model_eval_before.png">
<figcaption>
The significant difference between two groups in our experiment is best explained by our
theory.
</figcaption>
</figure>
</div>
</div>
<!-- right side (behaviorSim enhanced!)-->
<div class="col-xs-6">
<div class="box box-primary">
Our model is 5% more accurate than the status quo in it's estimation of our experimental data.
The improved goodness of fit provides a quantifiable measure of how much the theory is improved
through inclusion of this effect.
<figure>
<img src="img/splash/model_eval_after.png">
<figcaption>
The better fit of our model to the real data is apparent, and measurable using various goodness-of-fit
metrics.
</figcaption>
</figure>
</div>
</div>
</div>
<!-- intervention delivery? -->
</div>
</div> <!-- container -->
</section> <!-- /compare -->
<!-- tool list -->
<section id="portfolio" class=""> <!-- note: id must be portfolio for agency.js -->
<div class="container">
<div class="row">
<div class="col-lg-12 text-center">
<h2 class="section-heading">Tools</h2>
<h3 class="section-subheading text-muted">Free and easy tools to modernize your research.</h3>
</div>
</div>
<div class="row">
<div class="col-md-4 col-sm-6 portfolio-item">
<a href="#model-builder-study" class="portfolio-link" data-toggle="modal">
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<i class="fa fa-code-fork fa-3x"></i>
</div>
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<img src="img/splash/tools/model_builder_screenshot.png" class="img-responsive" alt="">
</a>
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<h4>Model Builder</h4>
<p class="text-muted">Participate in our Online Usability Study</p>
</div>
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</a>
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<h4>Agent Simulator</h4>
<p class="text-muted">Sneak Peak; Development Postponed</p>
</div>
</div>
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<a href="#data-reconsiliation-tool" class="portfolio-link" data-toggle="modal">
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</a>
<div class="portfolio-caption">
<h4>Data Reconsiliation Tool</h4>
<p class="text-muted">Development Not Yet Started</p>
</div>
</div>
</div>
<div class="row">
<div class="col-lg-12 text-center box box-primary">
BehaviorSim tools help researchers formulate and test models using simulations, guide experimental design and theory development.
<br>
<figure class="box box-primary">
<img src="img/splash/tools/behaviorSim_Empowered_Research_Workflow.png" alt="research workflow with behaviorSim">
<figcaption>behaviorSim-Empowered Research Workflow</figcaption>
</figure>
<figure class="box box-primary">
<img src="img/splash/tools/UMLuseCaseDiagram.png" alt="User Interactions with behaviorSim Tools">
<figcaption>UML for behaviorSim Tools</figcaption>
</figure>
</div>
</div>
</div>
</section> <!-- /tool list -->
<!-- contact section -->
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<button type="submit" class="btn btn-xl" onclick="alert('sorry, that does not work yet. Please email [email protected]')">Send Message</button>
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<h2>Model Builder Usablity Study</h2>
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The behaviorSim Model Building Tool is a GUI web application designed to help users create models. The application is entirely browser-based, meaning that you do not have to install any software to use it.
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<p>
With this tool we aim to:
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<li>Make formulation of dynamical models of human behavior more accessible.</li>
<li>Facilitate discovery and learning of new modeling techniques.</li>
<li>Enable sharing and extending of existing models.</li>
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<h2>Agent Simulator</h2>
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The behaviorSim agent simulator uses models (defined using the Model Builder or otherwise) to recreate real-world experiments in simulation. In this tool simulations for individual or a population of users can be created, customized, and explored. Simulation agents can be configured to use different existing models, and personality constants can be set for each agent. Contextual inputs (aka exogenous inflows) can be defined to match your experimental conditions, and target measures can be output for comparison to real-world data.
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A proof-of-concept implementation of the agent simulator has been written in Python and is available on <a href=https://github.com/PIELab/behaviorSim>the University of South Florida's PIE Lab Github Page</a>, but it is in a very rough state. A more polished, more user-friendly application is next on the to-do list after successful evaluation of the Model Builder. Please contact us if you are interested in contributing to this open-source effort.
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The Data Reconsiliation Tool is a general purpose tool for allowing side-by-side comparison of real and simulation data. Development on this tool is currently un-funded and thus nearly non-existent. Luckily, existing tools from other research domains may be of use here, but further investigation on the ideal software(s) and development in order to interface with existing work is needed.
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