Intermittency and scale-free networks: a dynamical model for human language complexity

被引:41
作者
Allegrini, P
Grigolini, P
Palatella, L
机构
[1] Ist Linguist Computaz Consiglio Nazl Ric, Area Ric, I-56010 Pisa, Italy
[2] Univ Pisa, Dipartimento Fis, I-56127 Pisa, Italy
[3] Univ N Texas, Ctr Nonlinear Sci, Denton, TX 76203 USA
[4] CNR, Ist Proc Chim Fis, I-56124 Pisa, Italy
关键词
D O I
10.1016/S0960-0779(03)00432-6
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
In this paper we try to model certain features of human language complexity by means of advanced concepts borrowed from statistical mechanics. We use a time series approach, the diffusion entropy (DE) method, to compute the complexity of an italian corpus of newspapers and magazines. We find that the anomalous scaling index is compatible with a simple dynamical model, a random walk on a complex scale-free network, which is linguistically related to Saussurre's paradigms. The network complexity is independently measured on the same corpus, looking at the co-occurrence of nouns and verbs. This connection of cognitive complexity with long-range time correlations also provides an explanation for the famous Zipf's law in terms of the generalized central limit theorem. (C) 2003 Elsevier Ltd. All rights reserved.
引用
收藏
页码:95 / 105
页数:11
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