Expand description
Extended Topological Data Analysis utilities
This module provides additional TDA constructs and free functions that
complement the core tda module:
VietorisRipsComplex: explicit simplex-list representation with Euler characteristic and simplex counting.compute_persistence: distance-matrix-based persistent homology.persistence_landscape_fn: evaluate persistence landscapes over a grid.persistence_image_fn: Gaussian-kernel persistence image from a diagram.wasserstein_distance_p: p-Wasserstein distance between diagrams.bottleneck_distance_fn: bottleneck distance as a free function.
§References
- Edelsbrunner & Harer (2010). Computational Topology: An Introduction.
- Adams et al. (2017). Persistence Images: A Stable Vector Representation.
- Munch (2017). A User’s Guide to Topological Data Analysis.
Structs§
- Vietoris
Rips Complex - A Vietoris-Rips simplicial complex at a fixed scale
epsilon.
Functions§
- compute_
persistence - Compute persistent homology from a precomputed distance matrix.
- persistence_
image_ fn - Compute a persistence image from a persistence diagram.
- persistence_
landscape_ fn - Compute the persistence landscape of a diagram, evaluated at points
x.