{ "id": "1407.0836", "version": "v2", "published": "2014-07-03T09:41:39.000Z", "updated": "2014-10-20T12:47:00.000Z", "title": "A Lower Bound on the Relative Entropy with Respect to a Symmetric Probability", "authors": [ "Raphaƫl Cerf", "Matthias Gorny" ], "categories": [ "math.PR", "math.ST", "stat.TH" ], "abstract": "Let $\\rho$ and $\\mu$ be two probability measures on $\\mathbb{R}$ which are not the Dirac mass at $0$. We denote by $H(\\mu|\\rho)$ the relative entropy of $\\mu$ with respect to $\\rho$. We prove that, if $\\rho$ is symmetric and $\\mu$ has a finite first moment, then \\[ H(\\mu|\\rho)\\geq \\frac{\\displaystyle{(\\int_{\\mathbb{R}}z\\,d\\mu(z))^2}}{\\displaystyle{2\\int_{\\mathbb{R}}z^2\\,d\\mu(z)}}\\,,\\] with equality if and only if $\\mu=\\rho$.", "revisions": [ { "version": "v1", "updated": "2014-07-03T09:41:39.000Z", "abstract": "Let $\\rho$ and $\\mu$ be two probability measures on $\\mathbb{R}$ which are not the Dirac mass at $0$. We denote by $H(\\mu|\\rho)$ the relative entropy of $\\mu$ with respect to $\\rho$. We prove that, if $\\rho$ is symmetric and $\\mu$ has a finite first moment, then \\[ H(\\mu|\\rho)\\geq \\frac{\\displaystyle{\\left(\\int_{\\mathbb{R}}z\\,d\\mu(z)\\right)^2}}{\\displaystyle{2\\int_{\\mathbb{R}}z^2\\,d\\mu(z)}}\\,,\\] with equality if and only if $\\mu=\\rho$.", "comment": null, "journal": null, "doi": null }, { "version": "v2", "updated": "2014-10-20T12:47:00.000Z" } ], "analyses": { "subjects": [ "60E15", "60F10", "94A17" ], "keywords": [ "relative entropy", "symmetric probability", "lower bound", "finite first moment", "probability measures" ], "note": { "typesetting": "TeX", "pages": 0, "language": "en", "license": "arXiv", "status": "editable", "adsabs": "2014arXiv1407.0836C" } } }