topometry

Systematically learn and evaluate manifolds from high-dimensional data

MIT License

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topometry - Initial release Latest Release

Published by davisidarta over 3 years ago

The initial release of TopOMetry. As of now, users can:

  • Learn topological metrics with diffusion harmonics and continuous k-nearest-neighbors
  • Learn topological basis with multiscale Diffusion Maps, or with diffuse or continuous Laplacian Eigenmaps
  • Learn topological graphs from the learned basis
  • Optimize the graph layout with an adapted UMAP implementation
  • Use pyMDE within TopOMetry
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