Authors: C. Tyler Diggans and A. R. AlMomani
Introduces Boltzmann-Shannon Interaction Entropy (BSIE), a normalized entropy measure for continuous random variables that captures the interaction between geometric and probabilistic structure. Unlike classical entropy measures, BSIE is bounded and interpretable. A key application is as a subsample quality metric, a principled way to assess whether a data subset preserves the statistical structure of the full dataset.
Explainable & Interpretable ML / AI (Pillar 2)