A new class of entropic information measures, formal group theory and information geometry

Proc Math Phys Eng Sci. 2019 Feb;475(2222):20180633. doi: 10.1098/rspa.2018.0633. Epub 2019 Feb 6.

Abstract

In this work, we study generalized entropies and information geometry in a group-theoretical framework. We explore the conditions that ensure the existence of some natural properties and at the same time of a group-theoretical structure for a large class of entropies. In addition, a method for defining new entropies, using previously known ones with some desired group-theoretical properties is proposed. In the second part of this work, the information geometrical counterpart of the previous construction is examined and a general class of divergences are proposed and studied. Finally, a method of constructing new divergences from known ones is discussed; in particular, some results concerning the Riemannian structure associated with the class of divergences under investigation are formulated.

Keywords: divergences; entropic measures; formal groups; information geometry.