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Provides a common interface for applying dimensionality reduction methods, such as Principal Component Analysis ('PCA'), Independent Component Analysis ('ICA'), diffusion maps, Locally-Linear Embedding ('LLE'), t-distributed Stochastic Neighbor Embedding ('t-SNE'), and Uniform Manifold Approximation and Projection ('UMAP'). Has built-in support for sparse matrices.
Version: | 1.0.4 |
Imports: | dynutils (≥ 1.0.5), irlba, lmds, stats, tibble |
Suggests: | testthat, diffusionMap, fastICA, igraph, lle, MASS, Matrix, RANN, Rtsne, smacof, uwot |
Published: | 2021-03-23 |
DOI: | 10.32614/CRAN.package.dyndimred |
Author: | Robrecht Cannoodt [aut, cre] (rcannood), Wouter Saelens [aut] (zouter) |
Maintainer: | Robrecht Cannoodt <rcannood at gmail.com> |
BugReports: | https://github.com/dynverse/dyndimred/issues |
License: | MIT + file LICENSE |
URL: | https://github.com/dynverse/dyndimred |
NeedsCompilation: | no |
Materials: | README NEWS |
CRAN checks: | dyndimred results |
Reference manual: | dyndimred.pdf |
Package source: | dyndimred_1.0.4.tar.gz |
Windows binaries: | r-devel: dyndimred_1.0.4.zip, r-release: dyndimred_1.0.4.zip, r-oldrel: dyndimred_1.0.4.zip |
macOS binaries: | r-release (arm64): dyndimred_1.0.4.tgz, r-oldrel (arm64): dyndimred_1.0.4.tgz, r-release (x86_64): dyndimred_1.0.4.tgz, r-oldrel (x86_64): dyndimred_1.0.4.tgz |
Old sources: | dyndimred archive |
Reverse suggests: | dynwrap |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.