caa a22 4500 477034322 CHVBK 20180405111301.0 cr unu---uuuuu 170330e19961101xx s 000 0 eng 10.1007/BF00420616 doi (NATIONALLICENCE)springer-10.1007/BF00420616 Simplifying a neuro-fuzzy model [Elektronische Daten] [G. Castellano, A. Fanelli] Neuro-fuzzy modeling allows a fuzzy system to be refined by neural training, thus avoiding lenghty trial-and-error phases in defining both membership functions and inference rules. An approach to obtain simple neuro-fuzzy models is proposed, which reduces the number of rules by means of a systematic procedure that consists in successively removing a rule and updating the remaining rules in such a way that the overall input-output behavior is kept approximately unchanged over the entire training set. A formulation of the proper update is described and a criterion for choosing the rules to be removed is also provided. Initial experimental results show the effectiveness of the proposed method in reducing the complexity of a neuro-fuzzy system by using its input-output data. Kluwer Academic Publishers, 1996 fuzzy systems nationallicence neural networks nationallicence neuro-fuzzy modeling nationallicence Castellano G. Istituto Elaborazione Segnali ed Immagini, C.N.R., Via Amendola 166/5, 70126, Bari, Italy aut Fanelli A. Dipartimento di Informatica, Università degli Studi di Bari, Via Orabona 4, 70126, Bari, Italy aut Neural Processing Letters Kluwer Academic Publishers; http://www.wkap.nl 4/2(1996-11-01), 75-81 1370-4621 4:2<75 1996 4 11063 https://doi.org/10.1007/BF00420616 text/html Onlinezugriff via DOI 1 research-article jats NATIONALLICENCE 856 40 https://doi.org/10.1007/BF00420616 text/html Onlinezugriff via DOI NATIONALLICENCE 700 1- Castellano G. Istituto Elaborazione Segnali ed Immagini, C.N.R., Via Amendola 166/5, 70126, Bari, Italy aut NATIONALLICENCE 700 1- Fanelli A. Dipartimento di Informatica, Università degli Studi di Bari, Via Orabona 4, 70126, Bari, Italy aut NATIONALLICENCE 773 0- Neural Processing Letters Kluwer Academic Publishers; http://www.wkap.nl 4/2(1996-11-01), 75-81 1370-4621 4:2<75 1996 4 11063 Metadata rights reserved Springer special CC-BY-NC licence nationallicence BK010053 XK010053 XK010000 NATIONALLICENCE NATIONALLICENCE NL-springer