Simultaneous approach to fuzzy cluster, principal component and multiple regression analysis
A. Yamakawa, Katsuhiro Honda, H. Ichihashi, T. Miyoshi · 2003
Hathaway and Bezdek's fuzzy c-regression models [FCRM] (1993) is regarded as a simultaneous analysis of clustering and multiple regression. In high dimensional setting, by the partitioning of data set, the regression techniques do not perform well for reasonable sample sizes because of the inherent sparsity of samples. This paper proposes a simultaneous approach to the clustering, principal component analysis and multiple regression analysis.