{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,2]],"date-time":"2026-05-02T06:30:05Z","timestamp":1777703405917,"version":"3.51.4"},"reference-count":31,"publisher":"SAGE Publications","issue":"1","license":[{"start":{"date-parts":[[2019,7,2]],"date-time":"2019-07-02T00:00:00Z","timestamp":1562025600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/journals.sagepub.com\/page\/policies\/text-and-data-mining-license"}],"content-domain":{"domain":["journals.sagepub.com"],"crossmark-restriction":true},"short-container-title":["Journal of Intelligent &amp; Fuzzy Systems"],"published-print":{"date-parts":[[2019,7,9]]},"abstract":"<jats:p>The Choquet integral, established with respect to signed fuzzy measure, is an effective aggregation tool in information fusion and classification. Critical coefficients in Classifiers based on Choquet Integral (CCI) are the values of signed fuzzy measure. Currently, determination of these coefficients is either preset subjectively by experience, or retrieved by global optimization methods which are time-consuming, especially when the number of predictive attributes is large. In this paper, an analytic derivation to retrieve the values of signed fuzzy measure in CCI is proposed via discriminant analysis for the first time. On this basis, a generalized Hierarchical Classifiers based on Choquet Integral (HCCI) is established, where a set of scaling parameters is added to CCI to balance the scales of different dimensions. Retrieving of the scaling parameters and the signed fuzzy measure is achieved by a hierarchical structure of program in which a genetic algorithm is embedded with the analytic derivation being proposed in this paper. Performance validation on synthetic and benchmark data sets are conducted to reveal the feasibility and effectiveness of the proposed methods.<\/jats:p>","DOI":"10.3233\/jifs-182699","type":"journal-article","created":{"date-parts":[[2019,7,5]],"date-time":"2019-07-05T10:54:03Z","timestamp":1562324043000},"page":"1247-1258","update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":1,"title":["Data-driven hierarchical classifiers based on Choquet integral"],"prefix":"10.1177","volume":"37","author":[{"given":"Rong","family":"Yang","sequence":"first","affiliation":[{"name":"College of Mechatronics and Control Engineering, Shenzhen University, Shenzhen, China"}]},{"given":"Yun","family":"Wang","sequence":"additional","affiliation":[{"name":"College of Mechatronics and Control Engineering, Shenzhen University, Shenzhen, China"}]},{"given":"Bin","family":"Hui","sequence":"additional","affiliation":[{"name":"College of Electronic Science and Technology, Shenzhen University, Shenzhen, China"}]},{"given":"Li","family":"Qiu","sequence":"additional","affiliation":[{"name":"College of Mechatronics and Control Engineering, Shenzhen University, Shenzhen, China"}]}],"member":"179","published-online":{"date-parts":[[2019,7,2]]},"reference":[{"key":"e_1_3_2_2_2","doi-asserted-by":"publisher","DOI":"10.5802\/aif.53"},{"key":"e_1_3_2_3_2","doi-asserted-by":"crossref","unstructured":"D.Denneberg Non-additive Measure and Integral Kluwer Boston 1994.","DOI":"10.1007\/978-94-017-2434-0"},{"key":"e_1_3_2_4_2","doi-asserted-by":"crossref","unstructured":"Z.Wang and G.K.Klir Fuzzy Measure Theory Plenum Press New York 1992.","DOI":"10.1007\/978-1-4757-5303-5"},{"key":"e_1_3_2_5_2","doi-asserted-by":"publisher","DOI":"10.1016\/0165-0114(94)90008-6"},{"key":"e_1_3_2_6_2","unstructured":"E.Pap Null-Additive Set Functions Kluwer Academic Publisher Boston 1995."},{"key":"e_1_3_2_7_2","doi-asserted-by":"publisher","DOI":"10.1109\/TFUZZ.2012.2196050"},{"key":"e_1_3_2_8_2","first-page":"176","article-title":"A new nonlinear classification model based on cross-oriented Choquet integrals, Proc","author":"Wang Z.","year":"2011","unstructured":"Z.Wang, R.Yang and Y.Shi, A new nonlinear classification model based on cross-oriented Choquet integrals, Proc, Inter Conf Information Science and Technology, Nanjing 2011 (China), 176\u2013181.","journal-title":"Inter Conf Information Science and Technology"},{"key":"e_1_3_2_9_2","article-title":"Fuzzy Measures and Integrals: Theory and Applications","author":"Grabisch M.","year":"2000","unstructured":"M.Grabisch, T.Murofushi and M.Sugeno (editors), Fuzzy Measures and Integrals: Theory and Applications, Physica-Verlag 2000.","journal-title":"Physica-Verlag"},{"key":"e_1_3_2_10_2","doi-asserted-by":"publisher","DOI":"10.1109\/TFUZZ.2013.2265090"},{"key":"e_1_3_2_11_2","doi-asserted-by":"publisher","DOI":"10.1109\/TFUZZ.2015.2500219"},{"key":"e_1_3_2_12_2","doi-asserted-by":"publisher","DOI":"10.1109\/TFUZZ.2003.809891"},{"key":"e_1_3_2_13_2","first-page":"769","article-title":"On the uniqueness of the expression for the Choquet integral with linear core in classification","author":"Zhang W.","year":"2009","unstructured":"W.Zhang, W.Chen and Z.Wang, On the uniqueness of the expression for the Choquet integral with linear core in classification, Proc IEEE Inter Conf Granular Computing (2009), 769\u2013774.","journal-title":"Proc IEEE Inter Conf Granular Computing"},{"key":"e_1_3_2_14_2","doi-asserted-by":"publisher","DOI":"10.3233\/IFS-141136"},{"key":"e_1_3_2_15_2","doi-asserted-by":"publisher","DOI":"10.3233\/IFS-141291"},{"key":"e_1_3_2_16_2","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2013.2285598"},{"key":"e_1_3_2_17_2","volume-title":"UCI MachineLearn-ing Repository","author":"Asuncion A.","year":"2007","unstructured":"A.Asuncion and D.J.Newman, UCI MachineLearn-ing Repository <http:\/\/www.ics.uci.edu\/~mlearn\/MLRepository.html>. University of California, School of Information and Computer Science, Irvine, CA, 2007."},{"key":"e_1_3_2_18_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2009.10.006"},{"key":"e_1_3_2_19_2","first-page":"338","article-title":"Estimating continuous distributions in Bayesian classifier","author":"John G.H.","year":"1995","unstructured":"G.H.John and P.Langley, Estimating continuous distributions in Bayesian classifier, in Proceedings of the Eleventh Conference on Uncertainty in Artificial Intelligence (1995), 338\u2013345.","journal-title":"in Proceedings of the Eleventh Conference on Uncertainty in Artificial Intelligence"},{"key":"e_1_3_2_20_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICNN.1993.298754"},{"key":"e_1_3_2_21_2","article-title":"Scaling up the accuracy of native-Bayes classifier: A decision tree hybrid","author":"Kohavi R.","unstructured":"R.Kohavi, Scaling up the accuracy of native-Bayes classifier: A decision tree hybrid, presented at Second International Conference on Knowledge Discovery and Data Mining.","journal-title":"presented at Second International Conference on Knowledge Discovery and Data Mining"},{"key":"e_1_3_2_22_2","first-page":"3647","article-title":"Comparisons of classifier algorithms: Bayesian network","author":"Pumpuang P.","year":"2008","unstructured":"P.Pumpuang, A.Srivihok and P.Praneetpolgrang, Comparisons of classifier algorithms: Bayesian network, C4.5, decision forest and NBTree for course registration planning model of undergraduate students, in Proc. 2008 Intern. Conf. Systems, Man, and Cybernetics (2008), 3647\u20133651.","journal-title":"C4.5, decision forest and NBTree for course registration planning model of undergraduate students, in Proc. 2008 Intern. Conf. Systems, Man, and Cybernetics"},{"key":"e_1_3_2_23_2","doi-asserted-by":"publisher","DOI":"10.1023\/A:1007421302149"},{"key":"e_1_3_2_24_2","first-page":"2039","article-title":"Semi-supervised classification via local spline regression","volume":"32","author":"Xiang S.","year":"2010","unstructured":"S.Xiang, F.Nie and C.Zhang, Semi-supervised classification via local spline regression, in IEEE Trans, Pattern AnalysisandMachine Intelligence 32 (2010), 2039\u20132053.","journal-title":"in IEEE Trans, Pattern AnalysisandMachine Intelligence"},{"key":"e_1_3_2_25_2","doi-asserted-by":"publisher","DOI":"10.1162\/089976601300014493"},{"key":"e_1_3_2_26_2","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2012.2187307"},{"key":"e_1_3_2_27_2","volume-title":"Introduction to Radial Basis Function Networks","author":"Orr M.J.L.","year":"1996","unstructured":"M.J.L.Orr, Introduction to Radial Basis Function Networks, Univ. Edinburg, Edinburge, UK, 1996."},{"key":"e_1_3_2_28_2","doi-asserted-by":"publisher","DOI":"10.1109\/TNN.2004.836229"},{"key":"e_1_3_2_29_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijar.2006.08.001"},{"key":"e_1_3_2_30_2","first-page":"445","article-title":"Fuzzy lattice reasoning (FLR) extensions tolatteice-valuedlogic","author":"Kaburlasos V.G.","year":"2012","unstructured":"V.G.Kaburlasos, Fuzzy lattice reasoning (FLR) extensions tolatteice-valuedlogic, in Proc 16th Panhellenic Conf Informatics (2012),445\u2013448.","journal-title":"in Proc 16th Panhellenic Conf Informatics"},{"key":"e_1_3_2_31_2","first-page":"1594","article-title":"Mobile message-aware enhancement using fuzzy lattice reasoning","author":"Al-Sultany G.","year":"2012","unstructured":"G.Al-Sultany, M.Li, M.Ponraj and H.Al-Raweshidy, Mobile message-aware enhancement using fuzzy lattice reasoning, in Proc. 9th Intern. Conf. Fuzzy Systems a, Knowledge Discovery (2012), 1594\u20131597.","journal-title":"in Proc. 9th Intern. Conf. Fuzzy Systems a, Knowledge Discovery"},{"key":"e_1_3_2_32_2","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2011.67"}],"container-title":["Journal of Intelligent &amp; Fuzzy Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/journals.sagepub.com\/doi\/pdf\/10.3233\/JIFS-182699","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/journals.sagepub.com\/doi\/full-xml\/10.3233\/JIFS-182699","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/journals.sagepub.com\/doi\/pdf\/10.3233\/JIFS-182699","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,29]],"date-time":"2026-04-29T09:38:39Z","timestamp":1777455519000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.sagepub.com\/doi\/10.3233\/JIFS-182699"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,7,2]]},"references-count":31,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2019,7,9]]}},"alternative-id":["10.3233\/JIFS-182699"],"URL":"https:\/\/doi.org\/10.3233\/jifs-182699","relation":{},"ISSN":["1064-1246","1875-8967"],"issn-type":[{"value":"1064-1246","type":"print"},{"value":"1875-8967","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,7,2]]}}}