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1. Verfasser: Mohan, Shravan
Format: Preprint
Veröffentlicht: 2025
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Online-Zugang:https://arxiv.org/abs/2501.01854
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author Mohan, Shravan
author_facet Mohan, Shravan
contents In this brief note, it is shown that the function p^TW log(p) is convex in p if W is a diagonally dominant positive definite M-matrix. The techniques used to prove convexity are well-known in linear algebra and essentially involves factoring the Hessian in a way that is amenable to martix analysis. Using similar techniques, two classes of convex homogeneous polynomials is derived - namely, p^TW p2 and (p^k)^TW p^k - the latter also happen to be SOS-convex. Lastly, usign the same techniques, it is also shown that the function p^TW ep is convex over the positive reals only if W is a non-negative diagonal matrix. Discussions regarding the utility of these functions and examples accompany the results presented.
format Preprint
id arxiv_https___arxiv_org_abs_2501_01854
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle On extending the class of convex functions
Mohan, Shravan
Optimization and Control
In this brief note, it is shown that the function p^TW log(p) is convex in p if W is a diagonally dominant positive definite M-matrix. The techniques used to prove convexity are well-known in linear algebra and essentially involves factoring the Hessian in a way that is amenable to martix analysis. Using similar techniques, two classes of convex homogeneous polynomials is derived - namely, p^TW p2 and (p^k)^TW p^k - the latter also happen to be SOS-convex. Lastly, usign the same techniques, it is also shown that the function p^TW ep is convex over the positive reals only if W is a non-negative diagonal matrix. Discussions regarding the utility of these functions and examples accompany the results presented.
title On extending the class of convex functions
topic Optimization and Control
url https://arxiv.org/abs/2501.01854