Taxonomy-aware distances between scholarly topic profiles via an exact simplex embedding

Dmitry Gubanov, Alexander Chkhartishvili

Topic profiles represent publications, authors, and other scholarly entities as probability distributions over a fixed set of topics, but flat total variation treats every pair of…