Learning Topology-Preserving Data Representations

Ilya Trofimov, Daniil Cherniavskii, Eduard Tulchinskii +3

We propose a method for learning topology-preserving data representations (dimensionality reduction). The method aims to provide topological similarity between the data manifold an…