nmfkc: Non-Negative Matrix Factorization with Kernel Covariates
Performs Non-negative Matrix Factorization (NMF) with Kernel Covariates. Given an observation matrix and kernel covariates, it optimizes both a basis matrix and a parameter matrix. Notably, if the kernel matrix is an identity matrix, the method simplifies to standard NMF. Also provides NMF with Random Effects (NMF-RE) via nmfre(), which estimates a mixed-effects model combining covariate-driven scores with unit-specific random effects together with wild bootstrap inference, and NMF-based Structural Equation Modeling (NMF-SEM) via nmf.sem(), which fits a two-block input-output model for blind source separation and path analysis. References: Satoh (2025) <doi:10.48550/arXiv.2403.05359>; Satoh (2025) <doi:10.48550/arXiv.2510.10375>; Satoh (2025) <doi:10.48550/arXiv.2512.18250>; Satoh (2026) <doi:10.48550/arXiv.2603.01468>; Satoh (2026) <doi:10.1007/s42081-025-00314-0>.
| Version: | 0.6.7 |
| Imports: | stats, graphics, utils, grDevices |
| Suggests: | knitr, rmarkdown, testthat (≥ 3.0.0), mclust, palmerpenguins, quanteda, vars, DiagrammeR, MASS, nlme, lavaan |
| Published: | 2026-04-15 |
| DOI: | 10.32614/CRAN.package.nmfkc (may not be active yet) |
| Author: | Kenichi Satoh 
[aut, cre] |
| Maintainer: | Kenichi Satoh <kenichi-satoh at biwako.shiga-u.ac.jp> |
| BugReports: | https://github.com/ksatohds/nmfkc/issues |
| License: | MIT + file LICENSE |
| URL: | https://github.com/ksatohds/nmfkc, https://ksatohds.github.io/nmfkc/ |
| NeedsCompilation: | no |
| Language: | en-US |
| Citation: | nmfkc citation info |
| Materials: | README, NEWS |
| CRAN checks: | nmfkc results |
Documentation:
| Reference manual: | nmfkc.html , nmfkc.pdf |
| Vignettes: |
Classification with NMF-LAB (source, R code) Introduction to nmfkc (source, R code) NMF-RE: Mixed-Effects Modeling with nmfkc (source, R code) NMF-SEM with nmfkc (source, R code) Time Series Analysis with NMF-VAR (source, R code) Topic Modeling with nmfkc (source, R code) |
Downloads:
| Package source: | nmfkc_0.6.7.tar.gz |
| Windows binaries: | r-devel: not available, r-release: not available, r-oldrel: not available |
| macOS binaries: | r-release (arm64): not available, r-oldrel (arm64): not available, r-release (x86_64): not available, r-oldrel (x86_64): not available |
Linking:
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