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Discriminant Non-Negative Matrix Factorization aims to extend the Non-negative Matrix Factorization algorithm in order to extract features that enforce not only the spatial locality, but also the separability between classes in a discriminant manner. It refers to three article, Zafeiriou, Stefanos, et al. "Exploiting discriminant information in nonnegative matrix factorization with application to frontal face verification." Neural Networks, IEEE Transactions on 17.3 (2006): 683-695. Kim, Bo-Kyeong, and Soo-Young Lee. "Spectral Feature Extraction Using dNMF for Emotion Recognition in Vowel Sounds." Neural Information Processing. Springer Berlin Heidelberg, 2013. and Lee, Soo-Young, Hyun-Ah Song, and Shun-ichi Amari. "A new discriminant NMF algorithm and its application to the extraction of subtle emotional differences in speech." Cognitive neurodynamics 6.6 (2012): 525-535.
| Version: | 1.4.2 |
| Depends: | foreach |
| Imports: | Matrix, gplots, parallel, doParallel |
| Published: | 2022-05-10 |
| DOI: | 10.32614/CRAN.package.DNMF |
| Author: | Zhilong Jia [aut, cre], Xiang Zhang [aut] |
| Maintainer: | Zhilong Jia <zhilongjia at gmail.com> |
| BugReports: | https://github.com/zhilongjia/DNMF/issues |
| License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
| URL: | https://github.com/zhilongjia/DNMF |
| NeedsCompilation: | no |
| Citation: | DNMF citation info |
| Materials: | NEWS |
| CRAN checks: | DNMF results |
| Reference manual: | DNMF.pdf |
| Package source: | DNMF_1.4.2.tar.gz |
| Windows binaries: | r-devel: DNMF_1.4.2.zip, r-release: DNMF_1.4.2.zip, r-oldrel: DNMF_1.4.2.zip |
| macOS binaries: | r-release (arm64): DNMF_1.4.2.tgz, r-oldrel (arm64): DNMF_1.4.2.tgz, r-release (x86_64): DNMF_1.4.2.tgz, r-oldrel (x86_64): DNMF_1.4.2.tgz |
| Old sources: | DNMF archive |
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These binaries (installable software) and packages are in development.
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