{ "id": "1603.04416", "version": "v1", "published": "2016-03-14T19:49:07.000Z", "updated": "2016-03-14T19:49:07.000Z", "title": "Criteria of efficiency for conformal prediction", "authors": [ "Vladimir Vovk", "Valentina Fedorova", "Ilia Nouretdinov", "Alex Gammerman" ], "comment": "16 pages", "categories": [ "cs.LG" ], "abstract": "We study optimal conformity measures for various criteria of efficiency in an idealized setting. This leads to an important class of criteria of efficiency that we call probabilistic; it turns out that the most standard criteria of efficiency used in literature on conformal prediction are not probabilistic.", "revisions": [ { "version": "v1", "updated": "2016-03-14T19:49:07.000Z" } ], "analyses": { "subjects": [ "68T05", "I.2.6" ], "keywords": [ "conformal prediction", "efficiency", "study optimal conformity measures", "important class", "probabilistic" ], "note": { "typesetting": "TeX", "pages": 16, "language": "en", "license": "arXiv", "status": "editable", "adsabs": "2016arXiv160304416V" } } }