Information-Theoretic Quality Metric of Low-Dimensional Embeddings

Sebastián Gutiérrez-Bernal, Hector Medel Cobaxin, Abiel Galindo González

In this work we study the quality of low-dimensional embeddings from an explicitly information-theoretic perspective. We begin by noting that classical evaluation metrics such as s…