{ "id": "1303.4211", "version": "v2", "published": "2013-03-18T11:31:36.000Z", "updated": "2013-03-31T02:50:35.000Z", "title": "Invertible mappings and the large deviation theory for the $q$-maximum entropy principle", "authors": [ "R. C. Venkatesan", "A. Plastino" ], "comment": "9 pages, 2 figures. arXiv admin note: substantial text overlap with arXiv:1303.0444. Typographical errors corrected", "categories": [ "cond-mat.stat-mech", "cs.IT", "math-ph", "math.IT", "math.MP" ], "abstract": "The possibility of reconciliation between canonical probability distributions obtained from the $q$-maximum entropy principle with predictions from the law of large numbers when empirical samples are held to the same constraints, is investigated into. Canonical probability distributions are constrained by both: $(i)$ the additive duality of generalized statistics and $(ii)$ normal averages expectations. Necessary conditions to establish such a reconciliation are derived by appealing to a result concerning large deviation properties of conditional measures. The (dual) $q^*$-maximum entropy principle is shown {\\bf not} to adhere to the large deviation theory. However, the necessary conditions are proven to constitute an invertible mapping between: $(i)$ a canonical ensemble satisfying the $q^*$-maximum entropy principle for energy-eigenvalues $\\varepsilon_i^*$, and, $(ii)$ a canonical ensemble satisfying the Shannon-Jaynes maximum entropy theory for energy-eigenvalues $\\varepsilon_i$. Such an invertible mapping is demonstrated to facilitate an \\emph{implicit} reconciliation between the $q^*$-maximum entropy principle and the large deviation theory. Numerical examples for exemplary cases are provided.", "revisions": [ { "version": "v2", "updated": "2013-03-31T02:50:35.000Z" } ], "analyses": { "keywords": [ "maximum entropy principle", "large deviation theory", "invertible mapping", "canonical probability distributions", "shannon-jaynes maximum entropy theory" ], "note": { "typesetting": "TeX", "pages": 9, "language": "en", "license": "arXiv", "status": "editable", "adsabs": "2013arXiv1303.4211V" } } }