Long-Range Correlations in Sentence Series from A Story of the Stone

被引:18
作者
Yang, Tianguang [1 ]
Gu, Changgui [2 ]
Yang, Huijie [2 ]
机构
[1] Nankai Univ, Sch Math Sci, Dept Stat, Tianjin 300071, Peoples R China
[2] Univ Shanghai Sci & Technol, Dept Syst Sci, Sch Business, Shanghai 200093, Peoples R China
来源
PLOS ONE | 2016年 / 11卷 / 09期
基金
美国国家科学基金会; 中国国家自然科学基金;
关键词
TIME-SERIES; COMPLEX NETWORK; MOVING AVERAGE; DISTRIBUTIONS; DIFFUSION; ORIGIN;
D O I
10.1371/journal.pone.0162423
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
A sentence is the natural unit of language. Patterns embedded in series of sentences can be used to model the formation and evolution of languages, and to solve practical problems such as evaluating linguistic ability. In this paper, we apply de-trended fluctuation analysis to detect long-range correlations embedded in sentence series from A Story of the Stone, one of the greatest masterpieces of Chinese literature. We identified a weak long-range correlation, with a Hurst exponent of 0.575 +/- 0.002 up to a scale of 10(4). We used the structural stability to confirm the behavior of the long-range correlation, and found that different parts of the series had almost identical Hurst exponents. We found that noisy records can lead to false results and conclusions, even if the noise covers a limited proportion of the total records (e.g., less than 1%). Thus, the structural stability test is an essential procedure for confirming the existence of long-range correlations, which has been widely neglected in previous studies. Furthermore, a combination of de-trended fluctuation analysis and diffusion entropy analysis demonstrated that the sentence series was generated by a fractional Brownian motion.
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页数:11
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