Directed clustering in weighted networks: A new perspective

被引:76
作者
Clemente, G. P. [1 ]
Grassi, R. [2 ]
机构
[1] Catholic Univ Milan, Dept Math Finance & Econometr, Milan, Italy
[2] Univ Milano Bicocca, Dept Stat & Quantitat Methods, Milan, Italy
关键词
Complex networks; Clustering coefficient; Weighted networks; Directed graphs; COMPLEX NETWORKS; ORGANIZATION; DYNAMICS; MODELS;
D O I
10.1016/j.chaos.2017.12.007
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Several definitions of clustering coefficient for weighted networks have been proposed in literature, but less attention has been paid to both weighted and directed networks. We provide a new local clustering coefficient for this kind of networks, starting from those already existing in the literature for the weighted and undirected case. Furthermore, we extract from our coefficient four specific components, in order to separately consider different link patterns of triangles. Empirical applications on several real networks from different frameworks and with different order are provided. The performance of our coefficient is also compared with that of existing coefficients. (C) 2017 Elsevier Ltd. All rights reserved.
引用
收藏
页码:26 / 38
页数:13
相关论文
共 44 条
[1]  
Achacoso T.B., 1992, AY's Neuroanatomy of C.elegans of Computation
[2]   Statistical mechanics of complex networks [J].
Albert, R ;
Barabási, AL .
REVIEWS OF MODERN PHYSICS, 2002, 74 (01) :47-97
[3]  
[Anonymous], SOCIAL SCI RES REPOR
[4]  
[Anonymous], 2006, ECON BULL
[5]  
[Anonymous], 1998, Connections
[6]  
[Anonymous], NETW SCI
[7]  
[Anonymous], J INT EC
[8]  
[Anonymous], 2012, STRUCTURE COMPLEX NE, DOI DOI 10.1093/ACPROF:OSO/9780199591756.001.0001
[9]  
[Anonymous], HIDDEN POWER SOCIAL
[10]  
[Anonymous], PHYS TEACHER