{ "id": "0706.3500", "version": "v3", "published": "2007-06-24T06:57:31.000Z", "updated": "2009-08-02T10:16:06.000Z", "title": "Spin glasses and Stein's method", "authors": [ "Sourav Chatterjee" ], "comment": "29 pages. Final version. To appear in PTRF", "categories": [ "math.PR", "math-ph", "math.MP" ], "abstract": "We introduce some applications of Stein's method in the high temperature analysis of spin glasses. Stein's method allows the direct analysis of the Gibbs measure without having to create a cavity. Another advantage is that it gives limit theorems with total variation error bounds, although the bounds can be suboptimal. A surprising byproduct of our analysis is a relatively transparent explanation of the Thouless-Anderson-Palmer system of equations. Along the way, we develop Stein's method for mixtures of two Gaussian densities.", "revisions": [ { "version": "v3", "updated": "2009-08-02T10:16:06.000Z" } ], "analyses": { "subjects": [ "60K35", "82B44" ], "keywords": [ "steins method", "spin glasses", "total variation error bounds", "high temperature analysis", "gaussian densities" ], "note": { "typesetting": "TeX", "pages": 29, "language": "en", "license": "arXiv", "status": "editable", "adsabs": "2007arXiv0706.3500C" } } }