Symmetric Positive Definite (SPD) matrices are ubiquitous in data analysis under the form of covariance or correlation matrices. Several O(n)-invariant Riemannian metrics were defined on SPD cone, particular kernel introduced by Hiai and Petz. The class interpolates between many classical it satisfies key results stability completeness. However, does not contain all metrics. Therefore this work...