Title :
Generalization of label propagation algorithm in complex networks
Author :
Ai ping Zhang ; Guang Ren ; Hui Cao ; Bao zhu Jia ; Shu bin Zhang
Author_Institution :
Coll. of Marine Eng., Dalian Maritime Univ., Dalian, China
Abstract :
We generalize the label propagation algorithm in complex networks to weighted networks by weighting the label propagation rule and the termination condition of label propagation algorithm. Experiments on computer-generated networks and real-world networks are carried out to compare the generalized algorithm with original algorithm. The results show the generalized algorithm is accurate, and the number of iteration is less. The weighed label propagation algorithm is applied to fault classification, and the good classification results are obtained.
Keywords :
complex networks; network theory (graphs); complex network; computer-generated network; fault classification; generalized algorithm; label propagation algorithm generalization; label propagation rule; real-world network; termination condition; weighed label propagation algorithm; weighted network; Accuracy; Classification algorithms; Clustering algorithms; Communities; Complex networks; Detection algorithms; Educational institutions; complex networks; weighted label propagation algorithm;
Conference_Titel :
Control and Decision Conference (CCDC), 2013 25th Chinese
Conference_Location :
Guiyang
Print_ISBN :
978-1-4673-5533-9
DOI :
10.1109/CCDC.2013.6561127