Title :
A realtime community detection algorithm: incremental label propagation
Author :
Pang, Sheng ; Chen, Changjia ; Wei, Ting
Author_Institution :
Sch. of Electr. & Info Eng., Beijing Jiaotong Univ., Beijing, China
Abstract :
Most networks will evolve with time instead of keeping unchanged in reality. Therefore, we proposed the incremental label propagation (ILP) algorithm to detect community structures in complex networks in realtime. ILP algorithm will only take the local changed vertexes into consideration. The computation time is greatly decreased, while vertex (edge) is changed. The algorithm will definitely converge for the original version of label propagation algorithm is converged. We also applied ILP to real-time community detection in a relationship network of online game.
Keywords :
computer games; social networking (online); community structures; complex networks; incremental label propagation; online game; realtime community detection algorithm; Algorithm design and analysis; Clustering algorithms; Complex networks; Computer networks; Detection algorithms; Fuzzy systems; Iterative algorithms; Peer to peer computing; Self organizing feature maps; Social network services; MMOG; community; graph mining; social network;
Conference_Titel :
Future Information Networks, 2009. ICFIN 2009. First International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4244-5158-6
Electronic_ISBN :
978-1-4244-5159-3
DOI :
10.1109/ICFIN.2009.5339592