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Scaling of weighted spectral distribution in weighted small-world networks

Scaling of weighted spectral distribution in weighted small-world networks
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摘要 Many real-world systems can be modeled by weighted small-world networks with high clustering coefficients. Recent studies for rigorously analyzing the weighted spectral distribution(W SD) have focused on unweighted networks with low clustering coefficients. In this paper, we rigorously analyze the W SD in a deterministic weighted scale-free small-world network model and find that the W SD grows sublinearly with increasing network order(i.e., the number of nodes) and provides a sensitive discrimination for each input of this model. This study demonstrates that the scaling feature of the W SD exists in the weighted network model which has high and order-independent clustering coefficients and reasonable power-law exponents. Many real-world systems can be modeled by weighted small-world networks with high clustering coefficients. Recent studies for rigorously analyzing the weighted spectral distribution(W SD) have focused on unweighted networks with low clustering coefficients. In this paper, we rigorously analyze the W SD in a deterministic weighted scale-free small-world network model and find that the W SD grows sublinearly with increasing network order(i.e., the number of nodes) and provides a sensitive discrimination for each input of this model. This study demonstrates that the scaling feature of the W SD exists in the weighted network model which has high and order-independent clustering coefficients and reasonable power-law exponents.
作者 焦波 吴晓群 Bo Jiao Xiao-Qun Wu(Luoyang Electronic Equipment Test Center, Luoyang 471003, China School of Mathematics and Statistics, Wuhan University, Wuhan 430072, China)
出处 《Chinese Physics B》 SCIE EI CAS CSCD 2017年第2期536-545,共10页 中国物理B(英文版)
基金 Project supported by the National Natural Science Foundation of China(Grant Nos.61402485,61573262,and 61303061)
关键词 weighted spectral distribution weighted small-world network scaling weighted spectral distribution weighted small-world network scaling
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