Pseudo-Riemannian geometry encodes information geometry in optimal transport
Pseudo-Riemannian geometry encodes information geometry in optimal transport
Optimal transport and information geometry both study geometric structures on spaces of probability distributions. Optimal transport characterizes the cost-minimizing movement from one distribution to another, while information geometry originates from coordinate invariant properties of statistical inference. Their relations and applications in statistics and machine learning have started to gain more …