A characterization of mean values for Csiszár’s inequality and applications

We characterize all mean values for Csiszár’s inequality in information theory as well as all mean values for the triangle inequality. Several examples are given as well. Also, as an application, we improve the Cauchy–Schwarz operator inequality.