Title :
An incremental outlier factor based clustering algorithm
Author :
Zhou, Yong-feng ; Liu, Qing-Bao ; Deng, Su ; Yang, Qiang
Author_Institution :
Dept. of Manage. Sci. & Eng., Nat. Univ. of Defense Technol., Changsha, China
Abstract :
Although many clustering algorithms have been proposed, seldom is focused on incremental databases. This paper introduces an outlier factor based clustering algorithm, OFCA, which can discover clusters with outlier factor parameters determined easily. An incremental clustering algorithm, IOFCA, is also presented to apply to periodically incremental environment.
Keywords :
data mining; database management systems; pattern clustering; IOFCA; OFCA; cluster discovery; incremental clustering algorithm; incremental databases; incremental outlier factor based clustering algorithm; outlier factor based clustering algorithm; outlier factor parameters; Algorithm design and analysis; Association rules; Clustering algorithms; Data engineering; Data mining; Data warehouses; Databases; Engineering management; Iterative algorithms; Technology management;
Conference_Titel :
Machine Learning and Cybernetics, 2002. Proceedings. 2002 International Conference on
Print_ISBN :
0-7803-7508-4
DOI :
10.1109/ICMLC.2002.1167427