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umap (version 0.2.10.0)

Uniform Manifold Approximation and Projection

Description

Uniform manifold approximation and projection is a technique for dimension reduction. The algorithm was described by McInnes and Healy (2018) in . This package provides an interface for two implementations. One is written from scratch, including components for nearest-neighbor search and for embedding. The second implementation is a wrapper for 'python' package 'umap-learn' (requires separate installation, see vignette for more details).

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install.packages('umap')

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10,030

Version

0.2.10.0

License

MIT + file LICENSE

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Last Published

February 1st, 2023

Functions in umap (0.2.10.0)

umap.knn

construct a umap.knn object describing nearest neighbors
umap

Computes a manifold approximation and projection
umap.defaults

Default configuration for umap
predict.umap

project data points onto an existing umap embedding