Extraction of Local Minor Component by Fuzzy Clustering and Missing Value Estimation

Abstract

In this paper, a method of extracting local minor components, that takes memberships to cluster into account, is presented. A simple neural PCA approach is employed to extract the components. The components well represent the distinctive structures of the data set. The way of estimating missing values by using the local minor components is also introduced.