Towards postquantum Va\u{\i}nberg$-$Br\`{e}gman relative entropies
Ryshard-Pavel Kostecki

TL;DR
This paper introduces a novel framework for defining and analyzing Vaberg-Bregman relative entropies in nonreflexive Banach spaces, extending their properties to various noncommutative and nonassociative settings.
Contribution
It develops a new approach using nonlinear embeddings into reflexive spaces and derives properties of these entropies in complex algebraic structures.
Findings
Established generalized Pythagorean theorems for these entropies.
Proved continuity and differentiability properties of entropic projections.
Characterized geometric properties of noncommutative Orlicz spaces.
Abstract
We develop a new approach to construction of the Va\u{\i}nbergBr\`{e}gman relative entropies over nonreflexive Banach spaces, based on nonlinear embeddings into reflexive Banach spaces. We apply it to derive some new families of Va\u{\i}nbergBr\`{e}gman relative entropies over some radially compact base normed spaces in spectral duality, and to establish their basic properties. In particular, we prove (left and right) generalised pythagorean theorem and norm-to-norm continuity of the left entropic projections for a family of Va\u{\i}nbergBr\`{e}gman relative entropies induced on preduals of any W-algebras (resp., semifinite JBW-algebras) using Mazur maps into noncommutative (resp., nonassociative) spaces, and on preduals of semifinite W-algebras using Kaczmarz maps into noncommutative Orlicz spaces. We also prove left generalised pythagorean theorem for a family…
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.
Taxonomy
TopicsStatistical Mechanics and Entropy · Advanced Thermodynamics and Statistical Mechanics · Neural Networks and Applications
