{ "id": "1206.4868", "version": "v1", "published": "2012-06-21T13:24:55.000Z", "updated": "2012-06-21T13:24:55.000Z", "title": "An inequality for relative entropy and logarithmic Sobolev inequalities in Euclidean spaces", "authors": [ "Katalin Marton" ], "comment": "29 pages (in PDF format) Submitted to Journal of Functional Analysis. This paper tackles the same problem as arXiv:0907.4491, but gives a more satisfactory result, and makes arXiv:0907.4491 superfluous", "categories": [ "math.FA" ], "abstract": "Let $q(x)$ and $p(x)$ denote density functions on the $n$-dimensional Euclidean space, and let $p_i(\\cdot|y_1,..., y_{i-1},y_{i+1},..., y_n)$ and $Q_i(\\cdot|x_1,..., x_{i-1},x_{i+1},..., x_n)$ denote their local specifications. For a class of density functions $q$ we prove an inequality between the relative entropy $D(p||q)$ and a weighted sum of the conditional relative entropies $D(p_i(\\cdot|Y_1,..., Y_{i-1},Y_{i+1},..., Y_n) ||Q_i(\\cdot|Y_1,..., Y_{i-1},Y_{i+1},..., Y_n))$ that holds for any $p$. The weights are proportional to the logarithmic Sobolev constants of the local specifications of $q$. Thereby we derive a logarithmic Sobolev inequality for a weighted Gibbs sampler governed by the local specifications of $q$. Moreover, this inequality implies a classical logarithmic Sobolev inequality for $q$, as defined for Gaussian distribution by L. Gross. This strengthens a result by F. Otto and M. Reznikoff. The proof is based on ideas developed by F. Otto and C. Villani in their paper on the connection between Talagrand's transportation-cost inequality and logarithmic Sobolev inequality.", "revisions": [ { "version": "v1", "updated": "2012-06-21T13:24:55.000Z" } ], "analyses": { "subjects": [ "52A40", "60K35", "82B20", "82C22" ], "keywords": [ "relative entropy", "local specifications", "talagrands transportation-cost inequality", "classical logarithmic sobolev inequality", "logarithmic sobolev constants" ], "note": { "typesetting": "TeX", "pages": 29, "language": "en", "license": "arXiv", "status": "editable", "adsabs": "2012arXiv1206.4868M" } } }