Beverly Yang

Conditional Mutual Information Constrained Deep Learning for Classification

2023 · arXiv (Cornell University)

The concepts of conditional mutual information (CMI) and normalized conditional mutual information (NCMI) are introduced to measure the concentration and separation performance of a classification deep neural network (DNN) in the output probability distribution space …