An implementation of a stacked sparse autoencoder for dimension reduction of features and pre-training of feed-forward neural networks with the 'neuralnet' package is contained within this package. The package also includes a predict function for the stacked autoencoder object to generate the compressed representation of new data if required. For the purposes of this package, 'stacked' is defined in line with http://ufldl.stanford.edu/wiki/index.php/Stacked_Autoencoders . The underlying sparse autoencoder is defined in the documentation of 'autoencoder'.
Package details |
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Author | Stephen Hogg [aut, cre], Eugene Dubossarsky [aut] |
Maintainer | Stephen Hogg <saenet.r@gmail.com> |
License | GPL-3 |
Version | 1.1 |
URL | http://ufldl.stanford.edu/wiki/index.php/Stacked_Autoencoders http://cran.r-project.org/package=autoencoder |
Package repository | View on CRAN |
Installation |
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