Topological Autoencoders

Michael Moor, Max Horn, Bastian Rieck, Karsten M. Borgwardt

Abstract: We propose a novel approach for preserving topological structures of the input space in latent representations of autoencoders. Using persistent homology, a technique from topological data analysis...