{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2022,4,3]],"date-time":"2022-04-03T15:08:45Z","timestamp":1648998525078},"reference-count":19,"publisher":"World Scientific Pub Co Pte Lt","issue":"05","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Unc. Fuzz. Knowl. Based Syst."],"published-print":{"date-parts":[[2010,10]]},"abstract":"<jats:p> In this paper, we propose a novel approach to fast fuzzy modeling based on a new incremental support vector regression (SVR). Firstly a candidate support vectors selection strategy based on kernel Mahalanobis distance measurement is proposed. This strategy is further used to develop a new incremental learning algorithm to speed up the training process of SVR. Then a hybrid kernel function is utilized to represent an SVR model as a TS fuzzy model. Finally a set of fuzzy rules can be directly extracted from the learning results of SVR. Experimental results of two benchmark examples show that the proposed model not only possesses satisfactory accuracy and generalization ability but also costs less computational time. <\/jats:p>","DOI":"10.1142\/s0218488510006714","type":"journal-article","created":{"date-parts":[[2010,9,13]],"date-time":"2010-09-13T09:50:41Z","timestamp":1284371441000},"page":"605-619","source":"Crossref","is-referenced-by-count":0,"title":["FAST FUZZY MODELING USING A NEW INCREMENTAL SVR"],"prefix":"10.1142","volume":"18","author":[{"given":"WEI","family":"LI","sequence":"first","affiliation":[{"name":"Department of Automation, Shanghai Jiaotong University, Shanghai, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"YUPU","family":"YANG","sequence":"additional","affiliation":[{"name":"Department of Automation, Shanghai Jiaotong University, Shanghai, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"219","published-online":{"date-parts":[[2011,11,21]]},"reference":[{"key":"rf1","doi-asserted-by":"publisher","DOI":"10.1007\/s11207-005-1109-3"},{"key":"rf2","first-page":"333","author":"Bastian A.","journal-title":"Fuzzy Sets and Systems"},{"key":"rf3","doi-asserted-by":"publisher","DOI":"10.1109\/TFUZZ.2003.819843"},{"key":"rf4","doi-asserted-by":"publisher","DOI":"10.1109\/TFUZZ.2003.817839"},{"key":"rf5","first-page":"267","volume":"2","author":"Chui S. L.","journal-title":"Journal of Intelligent and Fuzzy Systems"},{"key":"rf6","doi-asserted-by":"publisher","DOI":"10.1016\/j.fss.2007.04.014"},{"key":"rf7","first-page":"409","volume":"44","author":"Cauwenberghs G.","journal-title":"Machine Learning"},{"key":"rf8","doi-asserted-by":"publisher","DOI":"10.1109\/TFUZZ.2005.864082"},{"key":"rf9","doi-asserted-by":"publisher","DOI":"10.1109\/21.256541"},{"key":"rf10","first-page":"477","volume":"5","author":"Lin C. J.","journal-title":"IEEE Trans. Fuzzy System"},{"key":"rf11","doi-asserted-by":"publisher","DOI":"10.1016\/j.fss.2005.05.035"},{"key":"rf12","first-page":"16","volume":"7","author":"Mao J. C.","journal-title":"IEEE Trans. Neural Networks"},{"key":"rf13","first-page":"183","volume":"3","author":"Oh S. K. P.","journal-title":"Int. J. Control Automation and Systems"},{"key":"rf15","doi-asserted-by":"publisher","DOI":"10.1109\/72.896793"},{"key":"rf16","doi-asserted-by":"publisher","DOI":"10.1109\/TFUZZ.1993.390281"},{"key":"rf19","first-page":"116","volume":"15","author":"Takagi T.","journal-title":"IEEE Trans. Systems, Man, Cybernetics"},{"key":"rf20","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4757-2440-0"},{"key":"rf21","doi-asserted-by":"publisher","DOI":"10.1109\/69.755624"},{"key":"rf22","doi-asserted-by":"publisher","DOI":"10.1109\/TFUZZ.2006.882464"}],"container-title":["International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0218488510006714","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,8,7]],"date-time":"2019-08-07T17:25:25Z","timestamp":1565198725000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/abs\/10.1142\/S0218488510006714"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2010,10]]},"references-count":19,"journal-issue":{"issue":"05","published-online":{"date-parts":[[2011,11,21]]},"published-print":{"date-parts":[[2010,10]]}},"alternative-id":["10.1142\/S0218488510006714"],"URL":"https:\/\/doi.org\/10.1142\/s0218488510006714","relation":{},"ISSN":["0218-4885","1793-6411"],"issn-type":[{"value":"0218-4885","type":"print"},{"value":"1793-6411","type":"electronic"}],"subject":[],"published":{"date-parts":[[2010,10]]}}}