Title :
A Realtime Clique Detection Algorithm: Time-Based 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 time-based incremental label propagation (TILP) algorithm to detect community structures in complex networks in realtime. TILP 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 TILP to real-time community detection in a relationship network of online game.
Keywords :
complex networks; computational complexity; computer games; graph theory; social networking (online); TILP; complex networks; online game; real-time community structure detection; realtime clique detection algorithm; time-based incremental label propagation; Algorithm design and analysis; Clustering algorithms; Complex networks; Computational efficiency; Detection algorithms; Information technology; Intelligent networks; Iterative algorithms; Network topology; Social network services; MMOG; community; complex network; graph mining; social network;
Conference_Titel :
Intelligent Information Technology Application, 2009. IITA 2009. Third International Symposium on
Conference_Location :
Nanchang
Print_ISBN :
978-0-7695-3859-4
DOI :
10.1109/IITA.2009.394