Product Density Estimation for ICA using Tilted Gaussian Density Estimates

A direct and flexible method for estimating an ICA model. This approach estimates the densities for each component directly via a tilted Gaussian. The tilt functions are estimated via a GAM Poisson model. Details can be found in "Elements of Statistical Learning (2nd Edition)" in Section 14.7.4.


Reference manual

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install.packages("ProDenICA")

1.1 by Trevor Hastie, 5 years ago


https://hastie.su.domains/ElemStatLearn/printings/ESLII_print12_toc.pdf


Browse source code at https://github.com/cran/ProDenICA


Authors: Trevor Hastie , Rob Tibshirani


Documentation:   PDF Manual  


GPL-2 license


Depends on gam


Suggested by steadyICA.


See at CRAN