Fuzzy classifiers

Authors: Bouchachia, H.

Volume: 1-2

Pages: 305-328

DOI: 10.1142/9789811247323_0007

Abstract:

The present chapter discusses fuzzy classification with a focus on rule-based classification systems (FRS). The chapter consists of two parts. The first part deals with type-1 fuzzy rule-based classification systems (FRCS). It introduces the steps of building such systems before overviewing their optimality quality in terms of performance, completeness, consistency, compactness, and transparency/interpretability. The second part discusses incremental and online FRCS providing insight into both online type-1 and type-2 FRCS both at the structural and functional levels.

Source: Scopus