Generalizations of the clustering coefficient to weighted complex networks

J Saramäki, M Kivelä, JP Onnela, K Kaski… - Physical Review E …, 2007 - APS
The recent high level of interest in weighted complex networks gives rise to a need to
develop new measures and to generalize existing ones to take the weights of links into …

Characterization and modeling of weighted networks

M Barthélemy, A Barrat, R Pastor-Satorras… - Physica a: Statistical …, 2005 - Elsevier
We review the main tools which allow for the statistical characterization of weighted
networks. We then present two case studies, the airline connection network and the scientific …

Weighted networks of scientific communication: the measurement and topological role of weight

M Li, Y Fan, J Chen, L Gao, Z Di, J Wu - Physica A: Statistical Mechanics …, 2005 - Elsevier
In order to take the weight of connection into consideration and to find a natural
measurement of weight, we have collected papers in Econophysics and constructed a …

Clustering in complex directed networks

G Fagiolo - Physical Review E—Statistical, Nonlinear, and Soft …, 2007 - APS
Many empirical networks display an inherent tendency to cluster, ie, to form circles of
connected nodes. This feature is typically measured by the clustering coefficient (CC). The …

Intensity and coherence of motifs in weighted complex networks

JP Onnela, J Saramäki, J Kertész, K Kaski - Physical Review E—Statistical …, 2005 - APS
The local structure of unweighted networks can be characterized by the number of times a
subgraph appears in the network. The clustering coefficient, reflecting the local configuration …

Analysis of weighted networks

MEJ Newman - Physical Review E—Statistical, Nonlinear, and Soft …, 2004 - APS
The connections in many networks are not merely binary entities, either present or not, but
have associated weights that record their strengths relative to one another. Recent studies of …

Correlations in weighted networks

MÁ Serrano, M Boguñá, R Pastor-Satorras - Physical Review E—Statistical …, 2006 - APS
We develop a statistical theory to characterize correlations in weighted networks. We define
the appropriate metrics quantifying correlations and show that strictly uncorrelated weighted …

Topology of the world trade web

MA Serrano, M Boguná - Physical Review E, 2003 - APS
Economy, and consequently trade, is a fundamental part of human social organization
which, until now, has not been studied within the network modeling framework. Here we …

The use of nodes attributes in social network analysis with an application to an international trade network

RL De Andrade, LC Rêgo - Physica A: Statistical Mechanics and its …, 2018 - Elsevier
The social network analysis (SNA) studies the interactions among actors in a network
formed through some relationship (friendship, cooperation, trade, among others). The SNA …

Directed clustering in weighted networks: A new perspective

GP Clemente, R Grassi - Chaos, Solitons & Fractals, 2018 - Elsevier
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 …