{ "id": "2501.01854", "version": "v1", "published": "2025-01-03T15:08:15.000Z", "updated": "2025-01-03T15:08:15.000Z", "title": "On extending the class of convex functions", "authors": [ "Shravan Mohan" ], "categories": [ "math.OC" ], "abstract": "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.", "revisions": [ { "version": "v1", "updated": "2025-01-03T15:08:15.000Z" } ], "analyses": { "keywords": [ "convex functions", "diagonally dominant positive definite m-matrix", "brief note", "linear algebra", "martix analysis" ], "note": { "typesetting": "TeX", "pages": 0, "language": "en", "license": "arXiv", "status": "editable" } } }