{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,2]],"date-time":"2026-04-02T16:04:03Z","timestamp":1775145843877,"version":"3.50.1"},"reference-count":53,"publisher":"Association for Computing Machinery (ACM)","issue":"1","license":[{"start":{"date-parts":[[2016,7,25]],"date-time":"2016-07-25T00:00:00Z","timestamp":1469404800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"name":"Jiangsu Province Outstanding Youth Fund","award":["BK20140001"],"award-info":[{"award-number":["BK20140001"]}]},{"name":"Hong Kong Research Grants Council","award":["PolyU 5134\/12E"],"award-info":[{"award-number":["PolyU 5134\/12E"]}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"crossref","award":["61170122 and 61272210"],"award-info":[{"award-number":["61170122 and 61272210"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"crossref"}]},{"name":"Ministry of Education's Program for New Century Excellent Talents","award":["NCET-120882"],"award-info":[{"award-number":["NCET-120882"]}]},{"DOI":"10.13039\/501100012226","name":"Fundamental Research Funds for the Central Universities","doi-asserted-by":"crossref","award":["JUSRP51321B"],"award-info":[{"award-number":["JUSRP51321B"]}],"id":[{"id":"10.13039\/501100012226","id-type":"DOI","asserted-by":"crossref"}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":["ACM Trans. Intell. Syst. Technol."],"published-print":{"date-parts":[[2017,1,31]]},"abstract":"<jats:p>The knowledge-leverage-based Takagi--Sugeno--Kang fuzzy system (KL-TSK-FS) modeling method has shown promising performance for fuzzy modeling tasks where transfer learning is required. However, the knowledge-leverage mechanism of the KL-TSK-FS can be further improved. This is because available training data in the target domain are not utilized for the learning of antecedents and the knowledge transfer mechanism from a source domain to the target domain is still too simple for the learning of consequents when a Takagi--Sugeno--Kang fuzzy system (TSK-FS) model is trained in the target domain. The proposed method, that is, the enhanced KL-TSK-FS (EKL-TSK-FS), has two knowledge-leverage strategies for enhancing the parameter learning of the TSK-FS model for the target domain using available information from the source domain. One strategy is used for the learning of antecedent parameters, while the other is for consequent parameters. It is demonstrated that the proposed EKL-TSK-FS has higher transfer learning abilities than the KL-TSK-FS. In addition, the EKL-TSK-FS has been further extended for the scene of the multisource domain.<\/jats:p>","DOI":"10.1145\/2903725","type":"journal-article","created":{"date-parts":[[2016,7,26]],"date-time":"2016-07-26T13:27:29Z","timestamp":1469539649000},"page":"1-21","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":25,"title":["Enhanced Knowledge-Leverage-Based TSK Fuzzy System Modeling for Inductive Transfer Learning"],"prefix":"10.1145","volume":"8","author":[{"given":"Zhaohong","family":"Deng","sequence":"first","affiliation":[{"name":"School of Digital Media, Jiangnan University, P.R. China"}]},{"given":"Yizhang","family":"Jiang","sequence":"additional","affiliation":[{"name":"School of Digital Media, Jiangnan University, P.R. China"}]},{"given":"Hisao","family":"Ishibuchi","sequence":"additional","affiliation":[{"name":"Osaka Prefecture University, Osaka, Japan"}]},{"given":"Kup-Sze","family":"Choi","sequence":"additional","affiliation":[{"name":"School of Nursing, The Hong Kong Polytechnic University"}]},{"given":"Shitong","family":"Wang","sequence":"additional","affiliation":[{"name":"School of Digital Media, Jiangnan University, P.R. China"}]}],"member":"320","published-online":{"date-parts":[[2016,7,25]]},"reference":[{"key":"e_1_2_2_1_1","doi-asserted-by":"publisher","DOI":"10.1109\/72.883438"},{"key":"e_1_2_2_2_1","volume-title":"San Francisco: Kluwer Academic Publishers.","author":"Bezdek J. C.","year":"1999"},{"key":"e_1_2_2_3_1","doi-asserted-by":"publisher","DOI":"10.1145\/1273496.1273507"},{"key":"e_1_2_2_4_1","doi-asserted-by":"publisher","DOI":"10.1145\/1273496.1273521"},{"key":"e_1_2_2_5_1","doi-asserted-by":"publisher","DOI":"10.1145\/1390156.1390182"},{"key":"e_1_2_2_6_1","volume-title":"Proc. Assoc. for the Advancement of Artificial Intelligence (AAAI\u201908)","author":"Davis J."},{"key":"e_1_2_2_7_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2009.09.010"},{"key":"e_1_2_2_8_1","doi-asserted-by":"publisher","DOI":"10.1109\/TFUZZ.2010.2091961"},{"key":"e_1_2_2_9_1","doi-asserted-by":"publisher","DOI":"10.1109\/TFUZZ.2012.2212444"},{"key":"e_1_2_2_10_1","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2013.2253617"},{"key":"e_1_2_2_11_1","volume-title":"Proceedings of FUZZ-IEEE","author":"Deng Z. H.","year":"2014"},{"key":"e_1_2_2_12_1","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2011.114"},{"key":"e_1_2_2_13_1","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2011.2178556"},{"key":"e_1_2_2_14_1","doi-asserted-by":"publisher","DOI":"10.5555\/1046920.1194907"},{"key":"e_1_2_2_15_1","doi-asserted-by":"publisher","DOI":"10.1145\/1401890.1401928"},{"key":"e_1_2_2_16_1","volume-title":"Proc. 2012 IEEE Conf. Computer Vision and Pattern Recognition (CVPR\u201912)","author":"Gong B.","year":"2066"},{"key":"e_1_2_2_17_1","volume-title":"Proc. 19th Ann. Conf. Neural Information Processing Systems.","author":"Huang J."},{"key":"e_1_2_2_18_1","doi-asserted-by":"publisher","DOI":"10.1109\/21.256541"},{"key":"e_1_2_2_19_1","volume-title":"NJ: Prentice-Hall.","author":"Jang J. S. R.","year":"1997"},{"key":"e_1_2_2_20_1","volume-title":"Proc. European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD\u201912)","author":"Jiang W. H."},{"key":"e_1_2_2_21_1","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2007.1048"},{"key":"e_1_2_2_22_1","doi-asserted-by":"publisher","DOI":"10.1109\/TSMCA.2007.904579"},{"key":"e_1_2_2_23_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.fss.2008.11.022"},{"key":"e_1_2_2_24_1","doi-asserted-by":"publisher","DOI":"10.1145\/1015330.1015382"},{"key":"e_1_2_2_25_1","doi-asserted-by":"publisher","DOI":"10.1109\/TFUZZ.2004.840094"},{"key":"e_1_2_2_26_1","doi-asserted-by":"publisher","DOI":"10.1145\/1102351.1102415"},{"key":"e_1_2_2_27_1","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2013.111"},{"key":"e_1_2_2_28_1","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2014.2373376"},{"key":"e_1_2_2_29_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2015.01.010"},{"key":"e_1_2_2_30_1","doi-asserted-by":"publisher","DOI":"10.1109\/TFUZZ.2010.2042960"},{"key":"e_1_2_2_31_1","doi-asserted-by":"publisher","DOI":"10.1109\/TC.1977.1674779"},{"key":"e_1_2_2_32_1","volume-title":"Uncertain Rule-Based Fuzzy Logic Systems: Introduction and New Directions","author":"Mendel J. M."},{"key":"e_1_2_2_33_1","volume-title":"Proc. 22nd Assoc. for the Advancement of Artificial Intelligence (AAAI) Conf. Artificial Intelligence. 608--614","author":"Mihalkova L."},{"key":"e_1_2_2_34_1","volume-title":"Proc. Assoc. for the Advancement of Artificial Intelligence (AAAI\u201908)","author":"Mihalkova L."},{"key":"e_1_2_2_35_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2014.222"},{"key":"e_1_2_2_36_1","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2009.191"},{"key":"e_1_2_2_37_1","doi-asserted-by":"publisher","DOI":"10.1109\/TNN.2010.2091281"},{"key":"e_1_2_2_38_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.artint.2013.01.003"},{"key":"e_1_2_2_39_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2014.187"},{"key":"e_1_2_2_40_1","doi-asserted-by":"publisher","DOI":"10.1145\/1645953.1646121"},{"key":"e_1_2_2_41_1","volume-title":"Proc. 17th Ann. Conf. Neural Information Processing Systems. 1209--1216","author":"Schwaighofer A."},{"key":"e_1_2_2_42_1","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2014.2330900"},{"key":"e_1_2_2_43_1","volume-title":"Proc. 20th Ann. Conf. Neural Information Processing Systems.","author":"Sugiyama M."},{"key":"e_1_2_2_44_1","doi-asserted-by":"publisher","DOI":"10.1109\/TSMC.1985.6313399"},{"key":"e_1_2_2_45_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2012.04.014"},{"key":"e_1_2_2_46_1","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2013.197"},{"key":"e_1_2_2_47_1","doi-asserted-by":"publisher","DOI":"10.1109\/TNN.2006.878123"},{"key":"e_1_2_2_48_1","volume-title":"Proc. European Conf. Machine Learning and Knowledge Discovery in Databases (ECML\/PKDD\u201908)","author":"Wang Z."},{"key":"e_1_2_2_49_1","doi-asserted-by":"publisher","DOI":"10.1109\/CSSE.2008.1612"},{"key":"e_1_2_2_50_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.artmed.2014.10.002"},{"key":"e_1_2_2_51_1","doi-asserted-by":"publisher","DOI":"10.1145\/2783258.2783304"},{"key":"e_1_2_2_52_1","doi-asserted-by":"publisher","DOI":"10.1109\/TCYB.2013.2281451"},{"key":"e_1_2_2_53_1","volume-title":"Proc. 24th International Conference on Artificial Intelligence. AAAI Press, 4119--4125","author":"Zhuang F."}],"container-title":["ACM Transactions on Intelligent Systems and Technology"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/2903725","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/2903725","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T04:54:33Z","timestamp":1750222473000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/2903725"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,7,25]]},"references-count":53,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2017,1,31]]}},"alternative-id":["10.1145\/2903725"],"URL":"https:\/\/doi.org\/10.1145\/2903725","relation":{},"ISSN":["2157-6904","2157-6912"],"issn-type":[{"value":"2157-6904","type":"print"},{"value":"2157-6912","type":"electronic"}],"subject":[],"published":{"date-parts":[[2016,7,25]]},"assertion":[{"value":"2015-09-01","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2016-03-01","order":1,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2016-07-25","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}