Convexity of Mutual Information Along the Heat Flow
Convexity of Mutual Information Along the Heat Flow
We study the convexity of mutual information along the evolution of the heat equation. We prove that if the initial distribution is log-concave, then mutual information is always a convex function of time. We also prove that if the initial distribution is either bounded, or has finite fourth moment and …