ruta: Implementation of Unsupervised Neural Architectures
Implementation of several unsupervised neural networks, from building their architecture to their training and evaluation. Available networks are auto-encoders including their main variants: sparse, contractive, denoising, robust and variational, as described in Charte et al. (2018) <doi:10.1016/j.inffus.2017.12.007>.
| Version: | 1.1.0 |
| Depends: | R (≥ 3.2) |
| Imports: | graphics (≥ 3.2.3), keras (≥ 2.2.4), purrr (≥ 0.2.4), R.utils (≥ 2.7.0), stats (≥ 3.2.3), utils |
| Suggests: | knitr, magrittr (≥ 1.5), rmarkdown, testthat (≥ 2.0.0) |
| Published: | 2019-03-18 |
| Author: | David Charte 
[aut, cre],
Francisco Charte
[aut],
Francisco Herrera [aut] |
| Maintainer: | David Charte <fdavidcl at ugr.es> |
| BugReports: | https://github.com/fdavidcl/ruta/issues |
| License: | GPL (≥ 3) | file LICENSE |
| URL: | https://github.com/fdavidcl/ruta |
| NeedsCompilation: | no |
| SystemRequirements: | Python (>= 2.7); keras <https://keras.io/> (>= 2.1) |
| Citation: | ruta citation info |
| Materials: | README |
| CRAN checks: | ruta results |
Documentation:
| Reference manual: | ruta.pdf |
| Vignettes: |
Building neural architectures Troubleshooting |
Downloads:
| Package source: | ruta_1.1.0.tar.gz |
| Windows binaries: | r-devel: ruta_1.1.0.zip, r-release: ruta_1.1.0.zip, r-oldrel: ruta_1.1.0.zip |
| macOS binaries: | r-release (arm64): ruta_1.1.0.tgz, r-oldrel (arm64): ruta_1.1.0.tgz, r-release (x86_64): ruta_1.1.0.tgz, r-oldrel (x86_64): ruta_1.1.0.tgz |
| Old sources: | ruta archive |
Linking:
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