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'.
| Version: | 1.1 |
| Imports: | autoencoder, neuralnet |
| Published: | 2015-06-04 |
| Author: | Stephen Hogg [aut, cre], Eugene Dubossarsky [aut] |
| Maintainer: | Stephen Hogg <saenet.r at gmail.com> |
| License: | GPL-3 |
| URL: | http://ufldl.stanford.edu/wiki/index.php/Stacked_Autoencoders , http://cran.r-project.org/package=autoencoder |
| NeedsCompilation: | no |
| CRAN checks: | SAENET results |
| Reference manual: | SAENET.pdf |
| Package source: | SAENET_1.1.tar.gz |
| Windows binaries: | r-devel: SAENET_1.1.zip, r-release: SAENET_1.1.zip, r-oldrel: SAENET_1.1.zip |
| OS X Mavericks binaries: | r-release: SAENET_1.1.tgz, r-oldrel: SAENET_1.1.tgz |
| Old sources: | SAENET archive |
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