MARKOV-PROCESSES - LINGUISTICS AND ZIPFS LAW

被引:81
作者
KANTER, I
KESSLER, DA
机构
[1] Department of Physics, Bar-Ilan University
关键词
D O I
10.1103/PhysRevLett.74.4559
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
It is shown that a 2-parameter random Markov process constructed with N states and biased random transitions gives rise to a stationary distribution where the probabilities of occurrence of the states, P(k), k=1,...,N, exhibit the following three universal behaviors which characterize biological sequences and texts in natural languages: (a) the rank-ordered frequencies of occurrence of words are given by Zipf's law P(k)1/kρ, where ρ(k) is slowly increasing for small k; (b) the frequencies of occurrence of letters are given by P(k)=A-Dln(k); and (c) long-range correlations are observed over long but finite intervals, as a result of the quasiergodicity of the Markov process. © 1995 The American Physical Society.
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页码:4559 / 4562
页数:4
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