DocumentCode :
3716165
Title :
Emergence of core-periphery structure from local node dominance in social networks
Author :
Jennifer Gamble;Harish Chintakunta;Hamid Krim
Author_Institution :
Electrical and Computer Engineering, North Carolina State University
fYear :
2015
Firstpage :
1910
Lastpage :
1914
Abstract :
There has been growing evidence recently for the view that social networks can be divided into a well connected core, and a sparse periphery. This paper describes how such a global description can be obtained from local "dominance" relation ships between vertices, to naturally yield a distributed algorithm for such a decomposition. It is shown that the resulting core describes the global structure of the network, while also preserving shortest paths, and displaying "expander-like" properties. Moreover, the periphery obtained from this de composition consists of a large number of connected com ponents, which can be used to identify communities in the network. These are used for a `divide-and-conquer´ strategy for community detection, where the peripheral components are obtained as a pre-processing step to identify the small sets most likely to contain communities. The method is illustrated using a real world network (DBLP co-authorship network), with ground-truth communities.
Keywords :
"Europe","Signal processing","Social network services","Network topology","Topology","Signal processing algorithms","Marine vehicles"
Publisher :
ieee
Conference_Titel :
Signal Processing Conference (EUSIPCO), 2015 23rd European
Electronic_ISBN :
2076-1465
Type :
conf
DOI :
10.1109/EUSIPCO.2015.7362716
Filename :
7362716
Link To Document :
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