Loskot-Rudnicki's inequality and General Relative Entropy inequality for Cauchy problems preserving positivity
Etienne Bernard

TL;DR
This paper demonstrates that the Generalized Relative Entropy inequality, crucial in physics and biology models, can be derived from Loskot-Rudnicki's inequality, providing a unifying theoretical foundation.
Contribution
It establishes that GRE is a generic consequence of Loskot-Rudnicki's inequality, simplifying proofs and understanding of entropy inequalities.
Findings
GRE follows from Loskot-Rudnicki's inequality
Provides a unified theoretical framework for entropy inequalities
Simplifies proofs in mathematical physics and biology
Abstract
The Generalized Relative Entropy inequality is a ubiquitous property in mathematical models applied in physics or biology. In spite of its importance, it is currently proved on a case-by-case basis in the literature. Here, we show that GRE is actually a generic consequence of Loskot-Rudnicki's inequality that is reminiscent of Jensen's inequality.
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
TopicsNumerical methods in inverse problems · Differential Equations and Boundary Problems · Optimization and Variational Analysis
