 Unlike the mutual information, the interaction information can be either positive or negative.This confusing property has likely retarded its wider adoption as an information measure in machine learning and cognitive science.These functions, their negativity and minima have a direct interpretation in algebraic topology (Baudot & Bennequin, 2015).