Pairwise Controlled Manifold Approximation - a dimensionality reduction technique that preserves both local and global structure better than UMAP or t-SNE. Particularly effective for visualizing complex embedding spaces.
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PaCMAP
PaCMAP (Pairwise Controlled Manifold Approximation) is a dimensionality reduction method that preserves local and global structure through careful control of pair selection during optimization.
Three types of point pairs:
Better Structure Preservation:
Stability:
Speed:
Python package: pacmap on PyPI
GitHub: YingfanWang/PaCMAP
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