Fuzzy Adaptive Resonance theory, diffusion maps and their applications to clustering and biclustering

Abstract

In this paper, we describe an algorithm FARDiff (Fuzzy Adaptive Resonance Diffusion) which combines Diffusion Maps and Fuzzy Adaptive Resonance Theory to do clustering on high dimensional data. We describe some applications of this method and some problems for future research. Dedicated to our friend and colleague Prof. Alexander Gorban