Title :
Research on stream data clustering based on swarm intelligence
Author :
Yingmei, Li ; Weining, Xia ; Yuyan, Huang ; Jingbo, Shao ; Jinfeng, Ding
Author_Institution :
Coll. of Comput. Sci. & Inf. Eng., Harbin Normal Univ., Harbin, China
Abstract :
This paper obtains the research and analysis on clustering algorithms for stream data mining. And swarm intelligence optimization algorithm is applied to stream data clustering analysis. Algorithms for the representative are particle swarm optimization and ant colony optimization has been studied. The generation of the algorithm to achieve and in the application of cluster analysis in a comparative analysis, and proposed the next step of a cluster analysis based on swarm intelligence in research work.
Keywords :
ant colony optimisation; data mining; particle swarm optimisation; pattern clustering; ant colony optimization; cluster analysis; particle swarm optimization; stream data clustering; stream data mining; swarm intelligence optimization algorithm; Classification algorithms; Clustering algorithms; Immune system; Clustering Algorithm; stream data; stream data mining;
Conference_Titel :
Computer Science and Network Technology (ICCSNT), 2011 International Conference on
Conference_Location :
Harbin
Print_ISBN :
978-1-4577-1586-0
DOI :
10.1109/ICCSNT.2011.6182024
