Geometry for q-exponential families

Geometry for q-exponential families
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DOI:
10.1142/9789814355476_0004
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发表时间:
2011-09
期刊:
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影响因子:
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通讯作者:
H. Matsuzoe;A. Ohara
H. Matsuzoe;A. Ohara
中科院分区:
其他
文献类型:
--
作者:
H. Matsuzoe;A. Ohara

文献摘要

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本文研究了q指数族的几何问题。Q指数族是一组概率分布,它是标准指数族的自然推广。Q指数族具有信息几何结构和对偶平坦结构。为了描述这些关系,本文研究了统计流形的广义共形结构。作为q指数族几何的一个应用,还研究了统计推断的几何推广。
Geometry for q-exponential families is studied in this paper. A q-exponential family is a set of probability distributions, which is a natural generalization of the standard exponential family. A q-exponential family has information geometric structure and a dually flat structure. To describe these relations, generalized conformal structures for statistical manifolds are studied in this paper. As an application of geometry for q-exponential families, a geometric generalization of statistical inference is also studied.