DESCRIPTION

Package: OverICA
Type: Package
Title: Overcomplete Independent component analysis using generative adverserial networks and generalized covariance loss. 
Version: 0.1.0
Authors@R: 
    person(given = "Michel", 
           family = "Nivard", 
           email = "m.g.nivard@bristol.ac.uk", 
           role = c("aut", "cre"))
Description: 
    Provides functions to estiamte Overcomplete Independent componentn analysis, using Torch and aloss funciton based on Empirical Cumulant Generating Functions (ECGF). 
    The package includes utilities for generating non-Gaussian data, aligning estimated parameters with true parameters 
    using the Hungarian algorithm, and optimizing parameters in torch using the Adam and L-BFGS optimizers. The package further has facilities to average multiple runs minimize error in component recovery.
License: GPL-3
Encoding: UTF-8
LazyData: true
Imports:
    torch,
    clue,
    MASS
Suggests:
    roxygen2,
    knitr,
    rmarkdown
Roxygen: list(markdown = TRUE)
VignetteBuilder: knitr
RoxygenNote: 7.3.2