Information Geometry on Complexity and Stochastic Interaction

被引:44
|
作者
Ay, Nihat [1 ,2 ,3 ]
机构
[1] Max Planck Inst Math Sci, D-04103 Leipzig, Germany
[2] Univ Leipzig, Fac Math & Comp Sci, D-04009 Leipzig, Germany
[3] Santa Fe Inst, Santa Fe, NM 87501 USA
关键词
MAXIMIZATION;
D O I
10.3390/e17042432
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Interdependencies of stochastically interacting units are usually quantified by the Kullback-Leibler divergence of a stationary joint probability distribution on the set of all configurations from the corresponding factorized distribution. This is a spatial approach which does not describe the intrinsically temporal aspects of interaction. In the present paper, the setting is extended to a dynamical version where temporal interdependencies are also captured by using information geometry of Markov chain manifolds.
引用
收藏
页码:2432 / 2458
页数:27
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