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A Sequence of Escort Distributions and Generalizations of Expectations on q -Exponential Family

机译:q指数族的护送分布序列和期望的推广

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In the theory of complex systems, long tailed probability distributions are often discussed. For such a probability distribution, a deformed expectation with respect to an escort distribution is more useful than the standard expectation. In this paper, by generalizing such escort distributions, a sequence of escort distributions is introduced. As a consequence, it is shown that deformed expectations with respect to sequential escort distributions effectively work for anomalous statistics. In particular, it is shown that a Fisher metric on a q -exponential family can be obtained from the escort expectation with respect to the second escort distribution, and a cubic form (or an Amari–Chentsov tensor field, equivalently) is obtained from the escort expectation with respect to the third escort distribution.
机译:在复杂系统理论中,经常讨论长尾概率分布。对于这种概率分布,相对于伴游分布的变形期望比标准期望更有用。在本文中,通过概括这些伴游分布,介绍了一系列的伴游分布。结果表明,对于连续的护送分布而言,期望值的变形对异常统计有效。特别是,它表明,可以根据第二次伴游分布的伴游期望值,获得有关q指数族的Fisher度量,并从该伴游获得立方形式(或等价的Amari-Chentsov张量场)对第三护送分布的期望。

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