Title :
Proposal for a Growth Model of Social Network Service
Author :
Ishida, Ken ; Toriumi, Fujio ; Ishii, Kenichiro
Author_Institution :
Grad. Sch. of Inf. Sci., Nagoya Univ., Nagoya
Abstract :
In this paper, we analyze the network structure of two SNSs, academic community system (ACS) and Amippy. From the viewpoint of network topology, the major characteristics of these data sets can be summarized as follows: low average shortest-path length, high clustering coefficient, presence of a power law degree distribution and negative assortativity. Based on our analysis, we propose a growth model of SNS networks. We conducted numerical simulations to compare actual data sets with networks generated by the proposed model. Results of simulations indicated that the processes of the CNN model and fitness model are needed to reproduce the networks of SNSs.
Keywords :
Internet; graph theory; pattern clustering; social sciences computing; Amippy; academic community system; connecting nearest-neighbor model; fitness model; growth model; negative assortativity; network topology; numerical simulations; power law degree distribution; social network service; scale-free; small-world; social network analysis; social networking service;
Conference_Titel :
Web Intelligence and Intelligent Agent Technology, 2008. WI-IAT '08. IEEE/WIC/ACM International Conference on
Conference_Location :
Sydney, NSW
Print_ISBN :
978-0-7695-3496-1
DOI :
10.1109/WIIAT.2008.194