M. Ghasemi, et al., Centrality measures in biological networks, CBIO 9 (4) (2014) 426-441.Ghasemi M, Seidkhani H, Tamimi F, Rahgozar M, Masoudi-Nejad A. Centrality Measures in Biological Networks. Curr Bioinform. 2014;9(4):426-41. doi: 10.2174/15748936113086660013....
In this study, we used unsupervised machine learning to compare how well the most common centrality measures characterize nodes in networks. We comprehensively compared 27 distinct centrality measures applied to 14 small to large biological and random networks. All biological networks were PPINs of ...
These measures capture how "central " a vertex or an edge is in the graph by considering the fraction of shortest paths that pass through that vertex or edge. Our primary observation is that the distribution of the vertex betweenness centrality follows a power law, but the distribution of the...
In an air transport network, it has been shown that the closeness of a city is highly correlated with socio-economic indicators such as gross regional domestic product13. Closeness has been applied to biological networks6 and closeness measures were able to identify more than 50% of the global...
Measures of node centrality in biological networks are useful to detect genes with critical functional roles. In gene co-expression networks, highly connected genes (i.e., candidate hubs) have been associated with key disease-related pathways. Although different approaches to estimating gene centrality...
Nowadays, centrality analysis has become a principal method for identifying essential proteins in biological networks. Here we present CytoNCA, a Cytoscape plugin integrating calculation, evaluation and visualization analysis for multiple centrality measures. (i) CytoNCA supports eight different centrality meas...
Spectral centrality measures in multilayer networks and their application in scientometrics data-science matlab pagerank scientometrics centrality multilayer-network Updated May 23, 2018 MATLAB ashutoshtiwari13 / SocialNetwork_Analyser Star 6 Code Issues Pull requests Analysis of Centrality -Finding Most...
Centrality Measures for Graph-Based Keyphrase Extraction - centrality_measures_ijcnlp13/output/semeval/candidats.betweenness at master · boudinfl/centrality_measures_ijcnlp13
Power and Centrality: A Family of Measures 来自 ResearchGate 喜欢 0 阅读量: 1197 作者:Bonacich, Phillip 摘要: Although network centrality is generally assumed to produce power, recent research shows that this is not the case in exchange networks. This paper proposes a generalization of the ...
Linking the network centrality measures closeness and degree Article Open access 02 July 2022 Degree difference: a simple measure to characterize structural heterogeneity in complex networks Article Open access 07 December 2020 A comprehensive generalization of the Friendship Paradox to weights and at...