Beyond the Shannon-Khinchin Formulation: The Composability Axiom and the Universal Group Entropy
Piergiulio Tempesta

TL;DR
This paper introduces a universal class of entropies based on a group-theoretical framework, extending the Shannon-Khinchin axioms and encompassing many known and new multi-parametric entropy forms.
Contribution
It reveals an intrinsic group structure behind entropy and defines the universal-group entropy class, broadening the scope of admissible entropic measures.
Findings
Existence of a group-theoretical structure behind entropy.
Introduction of the universal-group entropy class.
Explicit construction of a new multi-parametric entropy.
Abstract
The notion of entropy is ubiquitous both in natural and social sciences. In the last two decades, a considerable effort has been devoted to the study of new entropic forms, which generalize the standard Boltzmann-Gibbs (BG) entropy and are widely applicable in thermodynamics, quantum mechanics and information theory. In [23], by extending previous ideas of Shannon [38], [39], Khinchin proposed an axiomatic definition of the BG entropy, based on four requirements, nowadays known as the Shannon-Khinchin (SK) axioms. The purpose of this paper is twofold. First, we show that there exists an intrinsic group-theoretical structure behind the notion of entropy. It comes from the requirement of composability of an entropy with respect to the union of two statistically independent subsystems, that we propose in an axiomatic formulation. Second, we show that there exists a simple universal class…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
