Title :
Exploring Emergent Semantic Communities from DBLP Bibliography Database
Author :
Huang, ZhiXing ; Yan, Yan ; Qiu, Yuhui ; Qiao, Shuqiong
Author_Institution :
Semantic Grid Lab., Southwest Univ., Chongqing, China
Abstract :
In this paper, we construct a word association network from DBLP bibliography records and detect its evolution progress based on community discovery algorithm CPM and CPMw. We found that the network is of complex network characteristics, and the detected semantic communities can be classified into two categories: giant community and small community. They differ in size and content, and behave differently in the network evolution. Discovering the evolution of network and the emergent semantic communities can help researchers grasp the state of arts of the related field, identify emergent issues and thus inspire new idea to solve scientific questions.
Keywords :
bibliographic systems; complex networks; information retrieval; text analysis; CPM algorithm; CPMw algorithm; DBLP bibliography database; DBLP bibliography record; Digital Bibliography & Library Project; clique percolation method; community discovery algorithm; complex network; emergent semantic community; giant community; network evolution; small community; word association network; Bibliographies; Clustering algorithms; Complex networks; Computer science; Databases; Frequency; Information analysis; Social network services; Software libraries; Web server; Clique Percolation Method; complex network; evolution; semantic community;
Conference_Titel :
Social Network Analysis and Mining, 2009. ASONAM '09. International Conference on Advances in
Conference_Location :
Athens
Print_ISBN :
978-0-7695-3689-7
DOI :
10.1109/ASONAM.2009.6