{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,18]],"date-time":"2026-03-18T22:20:21Z","timestamp":1773872421440,"version":"3.50.1"},"reference-count":40,"publisher":"Springer Science and Business Media LLC","issue":"2","license":[{"start":{"date-parts":[[2012,3,13]],"date-time":"2012-03-13T00:00:00Z","timestamp":1331596800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Artif Intell Rev"],"published-print":{"date-parts":[[2014,8]]},"DOI":"10.1007\/s10462-012-9336-0","type":"journal-article","created":{"date-parts":[[2012,3,12]],"date-time":"2012-03-12T03:52:14Z","timestamp":1331524334000},"page":"245-252","source":"Crossref","is-referenced-by-count":76,"title":["An overview on twin support vector machines"],"prefix":"10.1007","volume":"42","author":[{"given":"Shifei","family":"Ding","sequence":"first","affiliation":[]},{"given":"Junzhao","family":"Yu","sequence":"additional","affiliation":[]},{"given":"Bingjuan","family":"Qi","sequence":"additional","affiliation":[]},{"given":"Huajuan","family":"Huang","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2012,3,13]]},"reference":[{"key":"9336_CR1","doi-asserted-by":"crossref","unstructured":"Arjunan SP, Kumar DK, Naik GR (2010) A machine learning based method for classification of fractal features of forearm sEMG using twin support vector machines. Engineering in Medicine and Biology Society (EMBC), 2010 Annual international conference of the IEEE, pp 4821\u20134824","DOI":"10.1109\/IEMBS.2010.5627902"},{"issue":"1","key":"9336_CR2","doi-asserted-by":"crossref","first-page":"51","DOI":"10.1007\/BF01592244","volume":"71","author":"C Chen","year":"1995","unstructured":"Chen C, Mangasarian OL (1995) Smoothing methods for convex inequalitiesand linear complementarity problems [J]. Math Program 71(1): 51\u201369","journal-title":"Math Program"},{"key":"9336_CR3","unstructured":"Chen J, Ji GR (2010) Weighted least squares twin support vector machines for pattern classification. 2010 The 2nd international conference on computer and automation engineering, Singapore: [s.n.], vol 2, pp 242\u2013246"},{"key":"9336_CR4","doi-asserted-by":"crossref","unstructured":"Cong HH, Yang CF, Pu XR (2008) Efficient speaker recognition based on multi-class twin support vector machines and GMMs. 2008 IEEE conference on robotics, automation and mechatronics, pp 348\u2013352","DOI":"10.1109\/RAMECH.2008.4681433"},{"key":"9336_CR5","unstructured":"Cristianini N, Taylor JS (2004) An introduction to support vector machines and other kernel-based learning methods (trans: Li G, Wang M, Zeng H). Publishing House of Electronics Industry, Beijing"},{"issue":"1","key":"9336_CR6","first-page":"2","volume":"40","author":"SF Ding","year":"2011","unstructured":"Ding SF, Qi BJ, Tan HY (2011) An overview on theory and algorithm of support vector machines. J Univ Electron Sci Technol China 40(1): 2\u201310","journal-title":"J Univ Electron Sci Technol China"},{"key":"9336_CR7","doi-asserted-by":"crossref","unstructured":"Ding XJ, Zhang GL, Ke YZ, Ma BL, Li ZC (2008) High efficient intrusion detection methodology with twin support vector machines. 2008 International symposium on information science and engieering, vol 1, pp 560\u2013564","DOI":"10.1109\/ISISE.2008.278"},{"key":"9336_CR8","doi-asserted-by":"crossref","unstructured":"Fine S, Navratil J, Gopinath R (2001) A hybrid GMM\/SVM approach to speaker identification. 2001 IEEE international conference on acoustics, speech, and signal processing, vol 1, pp 417\u2013420","DOI":"10.1109\/ICASSP.2001.940856"},{"key":"9336_CR9","unstructured":"Fung G, Mangasarian OL (2011) Proximal support vector machine classifiers. In: Proc 7th ACMSIFKDD Intl Conf on knowledge discovery and data mining, pp 77\u201386"},{"issue":"2","key":"9336_CR10","doi-asserted-by":"crossref","first-page":"301","DOI":"10.1109\/TITB.2009.2037752","volume":"14","author":"RN Ganesh","year":"2010","unstructured":"Ganesh RN, Dinesh KK, Jayadeva (2010) Twin SVM for gesture classification using the surface electromyogram. IEEE Trans Inf Technol Biomed 14(2): 301\u2013308","journal-title":"IEEE Trans Inf Technol Biomed"},{"issue":"6","key":"9336_CR11","first-page":"25","volume":"34","author":"W Gao","year":"2008","unstructured":"Gao W, Wang N (2008) Prediction of shallow-water reverberation time series using support vector machine. Comput Eng 34(6): 25\u201327","journal-title":"Comput Eng"},{"issue":"17","key":"9336_CR12","doi-asserted-by":"crossref","first-page":"3590","DOI":"10.1016\/j.neucom.2011.06.015","volume":"74","author":"SB Gao","year":"2011","unstructured":"Gao SB, Ye QL, Ye N (2011) 1-Norm least squares twin support vector machines. Neurocomputing 74(17): 3590\u20133597","journal-title":"Neurocomputing"},{"key":"9336_CR13","doi-asserted-by":"crossref","unstructured":"Ghorai S, Hossian SJ, Mukherjee A, Dutta PK (2010) Unity norm twin support vector machine classifier. 2010 Annual IEEE India conference, pp 1\u20134(2011)","DOI":"10.1109\/INDCON.2010.5712721"},{"issue":"5","key":"9336_CR14","doi-asserted-by":"crossref","first-page":"905","DOI":"10.1109\/TPAMI.2007.1068","volume":"29","author":"Jayadeva","year":"2007","unstructured":"Jayadeva , Khemchandni R, Chandra S (2007) Twin support vector machines for pattern classification. IEEE Trans Pattern Anal Mach Intell 29(5): 905\u2013910","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"issue":"1","key":"9336_CR15","doi-asserted-by":"crossref","first-page":"66","DOI":"10.1016\/j.patcog.2011.05.004","volume":"45","author":"NM Khan","year":"2012","unstructured":"Khan NM, Ksantini R, Ahmad IS, Boufama B (2012) A novel SVM plus NDA model for classification with an application to face recognition. Pattern Recognit 45(1): 66\u201379","journal-title":"Pattern Recognit"},{"issue":"13","key":"9336_CR16","doi-asserted-by":"crossref","first-page":"1842","DOI":"10.1016\/j.patrec.2008.05.016","volume":"29","author":"MA Kumar","year":"2008","unstructured":"Kumar MA, Gopal M (2008) Application of smoothing technique on twin support vector machines [J]. Pattern Recognit Lett 29(13): 1842\u20131848","journal-title":"Pattern Recognit Lett"},{"issue":"4","key":"9336_CR17","doi-asserted-by":"crossref","first-page":"7535","DOI":"10.1016\/j.eswa.2008.09.066","volume":"36","author":"MA Kumar","year":"2009","unstructured":"Kumar MA, Gopal M (2009) Least squares twin support vector machines for pattern classification. Expert Syst Appl 36(4): 7535\u20137543","journal-title":"Expert Syst Appl"},{"issue":"23","key":"9336_CR18","doi-asserted-by":"crossref","first-page":"4606","DOI":"10.1016\/j.ins.2010.07.034","volume":"180","author":"MA Kumar","year":"2010","unstructured":"Kumar MA, Khemchandani R, Gopal M, Chandra S (2010) Knowledge based least squares twin support vector machines. Inf Sci 180(23): 4606\u20134618","journal-title":"Inf Sci"},{"issue":"1","key":"9336_CR19","first-page":"5","volume":"20","author":"YJ Lee","year":"2001","unstructured":"Lee YJ, Mangasarian OL (2001) A smooth support vector machine for classification. SSVM: Comput Optinm Appl 20(1): 5\u201322","journal-title":"SSVM: Comput Optinm Appl"},{"key":"9336_CR20","unstructured":"Li K, Lu XX (2011) Twin support vector machine algorithm with fuzzy weighting. [EB\/OL]. http:\/\/www.cnki.net\/kcms\/detail\/11.2127.TP.20111114.0949.06.html"},{"issue":"7","key":"9336_CR21","first-page":"156","volume":"42","author":"KB Lin","year":"2006","unstructured":"Lin KB, Wang ZJ (2006) The method of fax receiver\u2019s name recognition based on SVM. Comput Eng Appl 42(7): 156\u2013158","journal-title":"Comput Eng Appl"},{"key":"9336_CR22","unstructured":"Liu MH, Dai BQ, Xie YL et\u00a0al (2006a) Improved GMM-UBM\/SVM for speaker verification. 2006 IEEE international conference on acoustics, speech, and signal processing, vol 1, pp 1925\u20131928"},{"key":"9336_CR23","first-page":"314","volume":"4","author":"MH Liu","year":"2006","unstructured":"Liu MH, Xie YL, Yao ZQ et\u00a0al (2006b) A new Hybrid GMM\/SVM for speaker verification. Int Conf Pattern Recognit 4: 314\u2013317","journal-title":"Int Conf Pattern Recognit"},{"issue":"6","key":"9336_CR24","first-page":"106","volume":"32","author":"XL Liu","year":"2010","unstructured":"Liu XL, Ding SF (2010) Appropriateness in applying SVMs to text classification. Comput Eng Sci 32(6): 106\u2013108","journal-title":"Comput Eng Sci"},{"issue":"1","key":"9336_CR25","doi-asserted-by":"crossref","first-page":"157","DOI":"10.1007\/BF02096261","volume":"46-47","author":"Q Luo","year":"1993","unstructured":"Luo Q, Tseng P (1993) Error bounds and convergence analysis of feasible descent methods: a general approach. Ann Oper Res 46-47(1): 157\u2013178","journal-title":"Ann Oper Res"},{"issue":"1","key":"9336_CR26","doi-asserted-by":"crossref","first-page":"69","DOI":"10.1109\/TPAMI.2006.17","volume":"28","author":"OL Mangasarian","year":"2006","unstructured":"Mangasarian OL, Wild EW (2006) Multisurface proximal support vector machine classification via generalized eigenvalues. IEEE Trans Pattern Anal Mach Intell 28(1): 69\u201374","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"issue":"20","key":"9336_CR27","doi-asserted-by":"crossref","first-page":"3863","DOI":"10.1016\/j.ins.2010.06.039","volume":"180","author":"XJ Peng","year":"2010","unstructured":"Peng XJ (2010) A v-twin support vector machine (v-TWSVM) classifier and its geometric algorithms. Inf Sci 180(20): 3863\u20133875","journal-title":"Inf Sci"},{"issue":"10-11","key":"9336_CR28","doi-asserted-by":"crossref","first-page":"2678","DOI":"10.1016\/j.patcog.2011.03.031","volume":"44","author":"XJ Peng","year":"2011","unstructured":"Peng XJ (2011) TPMSVM: a novel twin parametric-margin support vector machine for pattern recognition. Pattern Recognit 44(10-11): 2678\u20132692","journal-title":"Pattern Recognit"},{"key":"9336_CR29","doi-asserted-by":"crossref","first-page":"114","DOI":"10.1016\/j.neunet.2011.08.003","volume":"25","author":"YH Shao","year":"2012","unstructured":"Shao YH, Deng NY (2012) A coordinate descent margin based-twin support vector machine for classification. Neural Netw 25: 114\u2013121","journal-title":"Neural Netw"},{"issue":"6","key":"9336_CR30","doi-asserted-by":"crossref","first-page":"962","DOI":"10.1109\/TNN.2011.2130540","volume":"22","author":"YH Shao","year":"2011","unstructured":"Shao YH, Zhang CH, Wang XB, Deng NY (2011) Improvements on twin support vector machines. IEEE Trans Neural Netw 22(6): 962\u2013968","journal-title":"IEEE Trans Neural Netw"},{"key":"9336_CR31","doi-asserted-by":"crossref","unstructured":"Vapnik VN (2000) The nature of statistical learning theory (trans: Zhang X). Tsinghua University Press, Beijing","DOI":"10.1007\/978-1-4757-3264-1"},{"key":"9336_CR32","unstructured":"Vapnik VN (2004) Statistical learning theory (trans: Xu J, Zhang X). Publishing House of Electronics Industry, Beijing"},{"key":"9336_CR33","doi-asserted-by":"crossref","unstructured":"Wang D, Ye N, Ye QL (2010a) Twin support vector machines via fast generalized Newton refinement. 2010 The 2nd international conference on intelligent human-machine systems and cybernetics. Nanjing, Jiangsu [s.n.], vol 2, pp 62\u201365","DOI":"10.1109\/IHMSC.2010.115"},{"key":"9336_CR34","doi-asserted-by":"crossref","unstructured":"Wang D, Ye QL, Ye N (2010b) Localized multi-plane TWSVM classifier via manifold regularization. 2010 2nd international conference on intelligent human-machine systems and cybernetics (IHMSC), vol 2, pp 70\u201373","DOI":"10.1109\/IHMSC.2010.117"},{"issue":"4","key":"9336_CR35","first-page":"354","volume":"47","author":"JY Xie","year":"2011","unstructured":"Xie JY, Zhang BQ, Wang WZ (2011) A partial binary tree algorithm for multiclass classification based on twin support vector machines. J Nanjing Univ (Nat Sci) 47(4): 354\u2013363","journal-title":"J Nanjing Univ (Nat Sci)"},{"issue":"16","key":"9336_CR36","first-page":"186","volume":"35","author":"SQ Xie","year":"2009","unstructured":"Xie SQ, Shen FM, Qiu XN (2009) Face recognition using support vector machines. Comput Eng 35(16): 186\u2013188","journal-title":"Comput Eng"},{"key":"9336_CR37","doi-asserted-by":"crossref","unstructured":"Yang CF, Zhang Y, Lin Z (2008) Function approximation based on twin support vector machines. 2008 IEEE conference on cybernetics and intelligent systems, pp 259\u2013264","DOI":"10.1109\/ICCIS.2008.4670876"},{"issue":"6","key":"9336_CR38","first-page":"1029","volume":"48","author":"QL Ye","year":"2011","unstructured":"Ye QL, Zhao CX, Chen XB (2011) A feature selection method for TWSVM via a regularization technique. J Comput Res Dev 48(6): 1029\u20131037","journal-title":"J Comput Res Dev"},{"key":"9336_CR39","first-page":"149","volume":"46","author":"XS Zhang","year":"2009","unstructured":"Zhang XS (2009) Boosting twin support vector machine approach for MCs detection. Asia-Pac Conf Inf Process 46: 149\u2013152","journal-title":"Asia-Pac Conf Inf Process"},{"issue":"3","key":"9336_CR40","doi-asserted-by":"crossref","first-page":"318","DOI":"10.1007\/s11767-007-0211-0","volume":"26","author":"XS Zhang","year":"2009","unstructured":"Zhang XS, Gao XB, Wang Y (2009) Twin support vector machine for MCs detection. J Electron (China) 26(3): 318\u2013325","journal-title":"J Electron (China)"}],"container-title":["Artificial Intelligence Review"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10462-012-9336-0.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10462-012-9336-0\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10462-012-9336-0","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,6,25]],"date-time":"2019-06-25T01:14:47Z","timestamp":1561425287000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10462-012-9336-0"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2012,3,13]]},"references-count":40,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2014,8]]}},"alternative-id":["9336"],"URL":"https:\/\/doi.org\/10.1007\/s10462-012-9336-0","relation":{},"ISSN":["0269-2821","1573-7462"],"issn-type":[{"value":"0269-2821","type":"print"},{"value":"1573-7462","type":"electronic"}],"subject":[],"published":{"date-parts":[[2012,3,13]]}}}