Youm Yoosik, Lee Byungkyu, Kim Junsol
Sociology Department, Yonsei University, Seoul, South Korea.
Sociology Department, Indiana University, Bloomington, IN, United States of America.
PLoS One. 2021 Jan 28;16(1):e0245476. doi: 10.1371/journal.pone.0245476. eCollection 2021.
Unlike many traditional measures of centrality based on paths that do not allow any repeated nodes or lines, we propose a new measure of centrality based on walks, walk-betweenness, that allows any number of repeated nodes or lines. To illustrate the value of walk-betweenness, we examine the transmission of syphilis in Chicago area and the diffusion of microfinance in 43 rural Indian villages. Walk-betweenness allows us to identify hidden bridging communities in Chicago that were essential in the transmission dynamics. We also find that village leaders with high walk-betweenness are more likely to accelerate the rate of microfinance take-up among their followers, outperforming other traditional centrality measures in regression analyses.
与许多基于不允许任何重复节点或边的路径的传统中心性度量不同,我们提出了一种基于游走的新的中心性度量——游走介数,它允许任意数量的重复节点或边。为了说明游走介数的价值,我们研究了芝加哥地区梅毒的传播以及印度43个乡村地区小额信贷的扩散情况。游走介数使我们能够识别出在芝加哥梅毒传播动态中至关重要的隐藏的桥梁社区。我们还发现,游走介数高的村庄领导人更有可能加快其追随者中接受小额信贷的速度,在回归分析中比其他传统中心性度量表现更好。