Title :
Application of xie-beni-type validity index to fuzzy co-clustering models based on cluster aggregation and pseudo-cluster-center estimation
Author :
Muranishi, Mai ; Honda, Katsuhiro ; Notsu, Akira
Author_Institution :
Grad. Sch. of Eng., Osaka Prefecture Univ., Sakai, Japan
Abstract :
In k-Means-type clustering, cluster validation is an important problem, where the most plausible solution supported by several validity indices is selected from results with various parameter settings. Xie-Beni index is a popular validity index in FCM clustering, which measures the plausibility level of fuzzy partitions by considering partition quality and geometrical features. In this research, the applicability of a Xie-Beni-type co-cluster validity index is studied with several fuzzy co-clustering models such as cluster aggregation models (FCCM and Fuzzy CoDoK) and pseudo-cluster-center models (FSKWIC and SCAD2), and is demonstrated in a document clustering application.
Keywords :
document handling; fuzzy set theory; pattern clustering; FCCM; FSKWIC; Fuzzy CoDoK; SCAD2; Xie-Beni-type co-cluster validity index; cluster aggregation models; document clustering; fuzzy co-clustering models; pseudo-cluster-center estimation; pseudo-cluster-center models; Artificial intelligence; Estimation; Indexes; Optimization; Standards; Xie-Beni-type validity index; co-clustering; document clustering; validity index;
Conference_Titel :
Intelligent Systems Design and Applications (ISDA), 2014 14th International Conference on
Print_ISBN :
978-1-4799-7937-0
DOI :
10.1109/ISDA.2014.7066274