Package: uwot 0.2.4.9000
uwot: The Uniform Manifold Approximation and Projection (UMAP) Method for Dimensionality Reduction
An implementation of the Uniform Manifold Approximation and Projection dimensionality reduction by McInnes et al. (2018) <doi:10.48550/arXiv.1802.03426>. It also provides means to transform new data and to carry out supervised dimensionality reduction. An implementation of the related LargeVis method of Tang et al. (2016) <doi:10.48550/arXiv.1602.00370> is also provided. This is a complete re-implementation in R (and C++, via the 'Rcpp' package): no Python installation is required. See the uwot website (<https://github.com/jlmelville/uwot>) for more documentation and examples.
Authors:
uwot_0.2.4.9000.tar.gz
uwot_0.2.4.9000.zip(r-4.7)uwot_0.2.4.9000.zip(r-4.6)uwot_0.2.4.9000.zip(r-4.5)
uwot_0.2.4.9000.tgz(r-4.6-x86_64)uwot_0.2.4.9000.tgz(r-4.6-arm64)uwot_0.2.4.9000.tgz(r-4.5-x86_64)uwot_0.2.4.9000.tgz(r-4.5-arm64)
uwot_0.2.4.9000.tar.gz(r-4.7-arm64)uwot_0.2.4.9000.tar.gz(r-4.7-x86_64)uwot_0.2.4.9000.tar.gz(r-4.6-arm64)uwot_0.2.4.9000.tar.gz(r-4.6-x86_64)
manual.pdf |manual.html✨
card.svg |card.png
uwot/json (API)
NEWS
| # Install 'uwot' in R: |
| install.packages('uwot', repos = c('https://jlmelville.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/jlmelville/uwot/issues
Pkgdown/docs site:https://jlmelville.github.io
dimensionality-reductionumapcpp
Last updated from:488c7e3497. Checks:12 OK, 1 FAIL. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-arm64 | OK | 238 | ||
| linux-devel-x86_64 | OK | 334 | ||
| source / vignettes | OK | 269 | ||
| linux-release-arm64 | OK | 242 | ||
| linux-release-x86_64 | OK | 316 | ||
| macos-release-arm64 | OK | 170 | ||
| macos-release-x86_64 | OK | 322 | ||
| macos-oldrel-arm64 | OK | 201 | ||
| macos-oldrel-x86_64 | OK | 419 | ||
| windows-devel | OK | 285 | ||
| windows-release | OK | 290 | ||
| windows-oldrel | OK | 364 | ||
| wasm-release | FAIL | 150 |
Exports:load_uwotlvishoptimize_graph_layoutsave_uwotsimilarity_graphsimplicial_set_intersectsimplicial_set_uniontumapumapumap_transformumap2unload_uwot
Dependencies:BHdqrngFNNirlbalatticeMatrixRcppRcppAnnoyRcppEigenRcppProgressRSpectrasitmo
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Save or Load a Model | load_uwot |
| Dimensionality Reduction with a LargeVis-like method | lvish |
| Optimize Graph Layout | optimize_graph_layout |
| Save or Load a Model | save_uwot |
| Similarity Graph | similarity_graph |
| Merge Similarity Graph by Simplicial Set Intersection | simplicial_set_intersect |
| Merge Similarity Graph by Simplicial Set Union | simplicial_set_union |
| Dimensionality Reduction Using t-Distributed UMAP (t-UMAP) | tumap |
| Dimensionality Reduction with UMAP | umap |
| Add New Points to an Existing Embedding | umap_transform |
| Dimensionality Reduction with UMAP | umap2 |
| Unload a Model | unload_uwot |
