Science Score: 23.0%
This score indicates how likely this project is to be science-related based on various indicators:
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○CITATION.cff file
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○codemeta.json file
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○.zenodo.json file
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✓DOI references
Found 4 DOI reference(s) in README -
✓Academic publication links
Links to: pubmed.ncbi, ncbi.nlm.nih.gov, springer.com, plos.org -
○Committers with academic emails
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○Institutional organization owner
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○JOSS paper metadata
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○Scientific vocabulary similarity
Low similarity (7.5%) to scientific vocabulary
Keywords
Repository
Discriminant Nonnegative Matrix Factorization
Basic Info
- Host: GitHub
- Owner: zhilongjia
- License: gpl-2.0
- Language: R
- Default Branch: master
- Homepage: https://cran.r-project.org/web/packages/DNMF/index.html
- Size: 740 KB
Statistics
- Stars: 9
- Watchers: 2
- Forks: 3
- Open Issues: 1
- Releases: 0
Topics
Metadata Files
README.md
Discriminant Non-Negative Matrix Factorization
Discriminant Non-Negative Matrix Factorization is 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. Two kinds of Discriminant Non-Negative Matrix Factorization were implemented so far.
Installation:
devtools::install_github("zhilongjia/DNMF")
Citation:
Jia Z, Zhang X, Guan N, Bo X, Barnes MR, Luo Z (2015) Gene Ranking of RNA-Seq Data via Discriminant Non-Negative Matrix Factorization. PLoS ONE 10(9): e0137782. doi:10.1371/journal.pone.0137782
Reference: + 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. + 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.
Owner
- Name: Zhilong
- Login: zhilongjia
- Kind: user
- Website: http://zhilongjia.github.io/
- Repositories: 18
- Profile: https://github.com/zhilongjia
A bioinformatician.
GitHub Events
Total
- Watch event: 1
Last Year
- Watch event: 1
Committers
Last synced: over 2 years ago
Top Committers
| Name | Commits | |
|---|---|---|
| Zhilong Jia | z****a@g****m | 40 |
| Zhilong | z****a | 1 |
Issues and Pull Requests
Last synced: 7 months ago
All Time
- Total issues: 2
- Total pull requests: 0
- Average time to close issues: over 2 years
- Average time to close pull requests: N/A
- Total issue authors: 2
- Total pull request authors: 0
- Average comments per issue: 0.0
- Average comments per pull request: 0
- Merged pull requests: 0
- Bot issues: 0
- Bot pull requests: 0
Past Year
- Issues: 0
- Pull requests: 0
- Average time to close issues: N/A
- Average time to close pull requests: N/A
- Issue authors: 0
- Pull request authors: 0
- Average comments per issue: 0
- Average comments per pull request: 0
- Merged pull requests: 0
- Bot issues: 0
- Bot pull requests: 0
Top Authors
Issue Authors
- somnathrakshit (1)
- topepo (1)
Pull Request Authors
Top Labels
Issue Labels
Pull Request Labels
Packages
- Total packages: 1
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Total downloads:
- cran 265 last-month
- Total dependent packages: 0
- Total dependent repositories: 0
- Total versions: 3
- Total maintainers: 1
cran.r-project.org: DNMF
Discriminant Non-Negative Matrix Factorization
- Homepage: https://github.com/zhilongjia/DNMF
- Documentation: http://cran.r-project.org/web/packages/DNMF/DNMF.pdf
- License: GPL-2 | GPL-3 [expanded from: GPL (≥ 2)]
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Latest release: 1.4.2
published almost 4 years ago
Rankings
Maintainers (1)
Dependencies
- foreach * depends
- Matrix * imports
- doParallel * imports
- gplots * imports
- parallel * imports