Parameter Tuning in Adaptive Fuzzy Regression

Abstract

There are two types of design parameters in the adaptive fuzzy regression, which influences the result of clustering and regression. These parameters change the shapes of clusters adaptively by creating a balance between the regression residuals and the volumes of clusters. This paper suggests, in the context of fuzzy modeling, how to determine these parameters in order to obtain better regression models and fuzzy clusters simultaneously.