ASYMPTOTIC EQUIPARTITION PROPERTIES FOR SIMPLE HIERARCHICAL AND NETWORKED STRUCTURES

被引:6
作者
Doku-Amponsah, Kwabena [1 ]
机构
[1] Univ Ghana, Dept Stat, Legon, Ghana
关键词
Asymptotic equipartition property; large deviation principle; relative entropy; random graph; multitype Galton-Watson tree; randomly coloured random graph; typed graph; typed tree; LARGE DEVIATIONS;
D O I
10.1051/ps/2010016
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
We prove asymptotic equipartition properties for simple hierarchical structures (modelled as multitype Galton-Watson trees) and networked structures (modelled as randomly coloured random graphs). For example, for large n, a networked data structure consisting of n units connected by an average number of links of order n/log n can be coded by about H x n bits, where H is an explicitly defined entropy. The main technique in our proofs are large deviation principles for suitably defined empirical measures.
引用
收藏
页码:114 / 138
页数:25
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