New metric and connections in statistical manifolds

Abstract

We define a metric and a family of α-connections in statistical manifolds, based on φ-divergence, which emerges in the framework of φ-families of probability dis- tributions. This metric and α-connections generalize the Fisher information metric and Amari’s α-connections. We also investigate the parallel transport associated with the α-connection for α = 1.