A fuzzy intelligent approach to the classification problem in gene expression data analysis
Knowledge-Based Systems
A fuzzy k-prototype clustering algorithm for mixed numeric and categorical data
Knowledge-Based Systems
A novel intuitionistic fuzzy clustering method for geo-demographic analysis
Expert Systems with Applications: An International Journal
Semi-supervised fuzzy clustering with metric learning and entropy regularization
Knowledge-Based Systems
Engineering Applications of Artificial Intelligence
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In this paper, we introduce a novel model so-called Spatial Interaction - Modification Model (SIM^2), serving for the classification of spatially-referenced demographic data. It is integrated with the main part of the best fuzzy clustering algorithm for geo-demographic analysis problem - IPFGWC to form the new method named as MIPFGWC. Theoretical and experimental analyses show that MIPFGWC achieves better clustering quality than IPFGWC and other available algorithms.