Homology-Preserving Dimensionality Reduction Via Manifold Landmarking And Tearing
In this paper, we explore a dimensionality reduction technique that achieves the criterion of homology preservation, a generalized version of topology preservation. Specifically, we use topology-inspired manifold landmarking and manifold tearing to aid such a process and evaluate their effectiveness.
Continue reading