オハラ アツミ
Atsumi Ohara
小原 敦美 所属 追手門学院大学 理工学部 数理・データサイエンス学科 職種 教授 |
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言語種別 | 英語 |
発行・発表の年月 | 2015 |
形態種別 | 論文 |
査読 | 査読あり |
標題 | Duality in a maximum generalized entropy model |
執筆形態 | 共著・編著(代表編著を除く) |
掲載誌名 | Bayesian Inference and Maximum Entropy Methods in Science and Engineering (MaxEnt2014) (Ali Mohammad-Djafari and Frederic Barbaresco eds.) |
掲載区分 | 国外 |
出版社・発行元 | AMER INST PHYSICS |
巻・号・頁 | AIP proceedings, vol.1641,pp.297-304-304 |
著者・共著者 | Shinto Eguchi,Osamu Komori and Atsumi Ohara |
概要 | This paper discusses a possible generalization for the maximum entropy principle. A class of generalized entropy is introduced by that of generator functions, in which the maximum generalized distribution model is explicitly derived including q-Gaussian distributions, Wigner semicircle distributions and Pareto distributions. We define a totally geodesic subspace in the total space of all probability density functions in a framework of information geometry. The model of maximum generalized entropy distributions is shown to be totally geodesic. The duality of the model and the estimation in the maximum generalized principle is elucidated to give intrinsic understandings from the point of information geometry. |
DOI | 10.1063/1.4905991 |
ISSN | 0094-243X |