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用复杂网络研究人类语言

Approaching human language with complex networks.

机构信息

School of International Studies, Zhejiang University, Hangzhou, CN-310058, China.

School of International Studies, Zhejiang University, Hangzhou, CN-310058, China; Ningbo Institute of Technology, Zhejiang University, Ningbo, CN-315100, China.

出版信息

Phys Life Rev. 2014 Dec;11(4):598-618. doi: 10.1016/j.plrev.2014.04.004. Epub 2014 Apr 18.

Abstract

The interest in modeling and analyzing human language with complex networks is on the rise in recent years and a considerable body of research in this area has already been accumulated. We survey three major lines of linguistic research from the complex network approach: 1) characterization of human language as a multi-level system with complex network analysis; 2) linguistic typological research with the application of linguistic networks and their quantitative measures; and 3) relationships between the system-level complexity of human language (determined by the topology of linguistic networks) and microscopic linguistic (e.g., syntactic) features (as the traditional concern of linguistics). We show that the models and quantitative tools of complex networks, when exploited properly, can constitute an operational methodology for linguistic inquiry, which contributes to the understanding of human language and the development of linguistics. We conclude our review with suggestions for future linguistic research from the complex network approach: 1) relationships between the system-level complexity of human language and microscopic linguistic features; 2) expansion of research scope from the global properties to other levels of granularity of linguistic networks; and 3) combination of linguistic network analysis with other quantitative studies of language (such as quantitative linguistics).

摘要

近年来,人们对使用复杂网络对人类语言进行建模和分析的兴趣日益浓厚,该领域已经积累了相当数量的研究成果。我们从复杂网络的角度调查了语言研究的三个主要领域:1)使用复杂网络分析将人类语言描述为一个多层次系统;2)应用语言网络及其定量指标进行语言类型学研究;3)人类语言系统复杂性(由语言网络的拓扑结构决定)与微观语言(例如句法)特征之间的关系(这是传统语言学关注的问题)。我们表明,复杂网络的模型和定量工具如果得到正确利用,可以构成语言研究的一种可行方法,有助于人们理解人类语言并促进语言学的发展。最后,我们从复杂网络的角度对未来的语言学研究提出了建议:1)人类语言系统复杂性与微观语言特征之间的关系;2)将研究范围从语言网络的全局属性扩展到其他粒度级别;3)将语言网络分析与语言的其他定量研究(如定量语言学)相结合。

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