{ "id": "1208.3068", "version": "v1", "published": "2012-08-15T09:29:13.000Z", "updated": "2012-08-15T09:29:13.000Z", "title": "Dependence on the Dimension for Complexity of Approximation of Random Fields (in Russian)", "authors": [ "N. A. Serdyukova" ], "comment": "The original version in Russian was submitted on 15.01.2007 to Theor. Veroyatnost. i Primenen. and published as \"Zavisimost slozhnosti approximacii sluchajnyh polej ot rasmernosti\". The extended English translation is published in Theory Probab. Appl. (2010) 54:2, 272-284, arXiv: http://arxiv.org/abs/math/0701058", "journal": "Theor. Veroyatnost. i Primenen. (2009) 54:2, 256-270", "categories": [ "math.PR", "math.SP" ], "abstract": "In the present paper a behavior of the \"average case\" approximation complexity for d-parametric random fields of tensor-type is studied. It was shown in [Lifshits and Tulyakova, 2006] that for a given approximation accuracy level the complexity of approximation increases exponentially, as d tends to infinity; that is the curse of dimensionality is observed. In this paper a technique allowing obtaining sharp asymptotic expressions for the approximation complexity is developed and such an expression is obtained.", "revisions": [ { "version": "v1", "updated": "2012-08-15T09:29:13.000Z" } ], "analyses": { "subjects": [ "41A25", "41A63", "60G60" ], "keywords": [ "dependence", "approximation complexity", "obtaining sharp asymptotic expressions", "approximation accuracy level", "d-parametric random fields" ], "tags": [ "journal article" ], "note": { "typesetting": "TeX", "pages": 0, "language": "ru", "license": "arXiv", "status": "editable", "adsabs": "2012arXiv1208.3068S" } } }