{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,14]],"date-time":"2026-01-14T21:08:34Z","timestamp":1768424914044,"version":"3.49.0"},"reference-count":20,"publisher":"Springer Science and Business Media LLC","issue":"4","license":[{"start":{"date-parts":[[2015,7,7]],"date-time":"2015-07-07T00:00:00Z","timestamp":1436227200000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Circuits Syst Signal Process"],"published-print":{"date-parts":[[2016,4]]},"DOI":"10.1007\/s00034-015-0108-3","type":"journal-article","created":{"date-parts":[[2015,7,6]],"date-time":"2015-07-06T07:42:53Z","timestamp":1436168573000},"page":"1187-1197","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":65,"title":["Novel ECG Signal Classification Based on KICA Nonlinear Feature Extraction"],"prefix":"10.1007","volume":"35","author":[{"given":"Hongqiang","family":"Li","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Huan","family":"Liang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chunjiao","family":"Miao","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Lu","family":"Cao","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiuli","family":"Feng","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chunxiao","family":"Tang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Enbang","family":"Li","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2015,7,7]]},"reference":[{"issue":"6","key":"108_CR1","doi-asserted-by":"crossref","first-page":"1641","DOI":"10.1109\/TBME.2012.2191407","volume":"59","author":"AS Alvarado","year":"2012","unstructured":"A.S. Alvarado, C. Lakshminarayan, J.C. Principe, Time-based compression and classification of heartbeats. IEEE Trans. Biomed. Eng. 59(6), 1641\u20131648 (2012)","journal-title":"IEEE Trans. Biomed. Eng."},{"key":"108_CR2","first-page":"1","volume":"3","author":"FR Bach","year":"2003","unstructured":"F.R. Bach, M.I. Jordan, Kernel independent component analysis. J. Mach. Learn. Res. 3, 1\u201348 (2003)","journal-title":"J. Mach. Learn. Res."},{"key":"108_CR3","doi-asserted-by":"crossref","unstructured":"G. Biagetti, P. Crippa, A. Curzi, S. Orcioni, C. Turchetti, A multi-class ECG beat classifier based on the truncated KLT representation. in Proceedings of the 2014 UKSim-AMSS 8th European Modelling Symposium (EMS), pp. 93\u201398 (2014)","DOI":"10.1109\/EMS.2014.31"},{"issue":"3","key":"108_CR4","first-page":"27","volume":"2","author":"CC Chang","year":"2011","unstructured":"C.C. Chang, C.J. Lin, LIBSVM: a library for support vector machines. ACM TIST 2(3), 27 (2011)","journal-title":"ACM TIST"},{"key":"108_CR5","unstructured":"P. Crippa et al., Multi-class ECG beat classification based on a Gaussian mixture model of Karhunen-Lo\u00e8ve transform. Int. J. Simul. Syst. Sci. Tech. (accepted)"},{"issue":"4","key":"108_CR6","doi-asserted-by":"crossref","first-page":"342","DOI":"10.1016\/j.bspc.2011.07.001","volume":"7","author":"A Daamouche","year":"2012","unstructured":"A. Daamouche, L. Hamami, N. Alajlan, F. Melgani, A wavelet optimization approach for ECG signal classification. Biomed. Signal Process. 7(4), 342\u2013349 (2012)","journal-title":"Biomed. Signal Process."},{"key":"108_CR7","volume-title":"Pattern Classification","author":"RO Duda","year":"2012","unstructured":"R.O. Duda, P.E. Hart, D.G. Stork, Pattern Classification (Wiley, Hoboken, 2012)"},{"issue":"10","key":"108_CR8","doi-asserted-by":"crossref","first-page":"1161","DOI":"10.1016\/j.medengphy.2010.08.007","volume":"32","author":"S Dutta","year":"2010","unstructured":"S. Dutta, A. Chatterjee, S. Munshi, Correlation technique and least square support vector machine combine for frequency domain based ECG beat classification. Med. Eng. Phys. 32(10), 1161\u20131169 (2010)","journal-title":"Med. Eng. Phys."},{"key":"108_CR9","doi-asserted-by":"crossref","unstructured":"M. Kallas, C. Francis, L. Kanaan, D. Merheb, P. Honeine, H. Amoud, Multi-class SVM classification combined with kernel PCA feature extraction of ECG signals. in 2012 19th International Conference on Telecommunication (ICT), pp. 1\u20135 (2012)","DOI":"10.1109\/ICTEL.2012.6221261"},{"issue":"6","key":"108_CR10","doi-asserted-by":"crossref","first-page":"575","DOI":"10.1049\/iet-spr.2010.0138","volume":"5","author":"C Kamath","year":"2011","unstructured":"C. Kamath, ECG beat classification using features extracted from Teager energy functions in time and frequency domains. IET Signal Process. 5(6), 575\u2013581 (2011)","journal-title":"IET Signal Process."},{"issue":"4","key":"108_CR11","doi-asserted-by":"crossref","first-page":"252","DOI":"10.1016\/j.bspc.2010.07.006","volume":"5","author":"A Khazaee","year":"2010","unstructured":"A. Khazaee, A. Ebrahimzadeh, Classification of electrocardiogram signals with support vector machines and genetic algorithms using power spectral features. Biomed. Signal Process. 5(4), 252\u2013263 (2010)","journal-title":"Biomed. Signal Process."},{"issue":"3","key":"108_CR12","doi-asserted-by":"crossref","first-page":"257","DOI":"10.1016\/j.cmpb.2011.10.002","volume":"105","author":"Y Kutlu","year":"2012","unstructured":"Y. Kutlu, D. Kuntalp, Feature extraction for ECG heartbeats using higher order statistics of WPD coefficients. Comput. Methods Prog. Biomed. 105(3), 257\u2013267 (2012)","journal-title":"Comput. Methods Prog. Biomed."},{"issue":"5","key":"108_CR13","doi-asserted-by":"crossref","first-page":"574","DOI":"10.1177\/0142331212460720","volume":"35","author":"HQ Li","year":"2013","unstructured":"H.Q. Li, X.F. Wang, Detection of electrocardiogram characteristic points using lifting wavelet transform and Hilbert transform. Trans. Inst. Meas. Control 35(5), 574\u2013582 (2013)","journal-title":"Trans. Inst. Meas. Control"},{"issue":"4","key":"108_CR14","doi-asserted-by":"crossref","first-page":"1261","DOI":"10.1007\/s00034-013-9691-3","volume":"33","author":"HQ Li","year":"2014","unstructured":"H.Q. Li, X.F. Wang, L. Chen, E.B. Li, Denoising and R-Peak detection of electrocardiogram signal based on EMD and improved approximate envelope. Circ. Syst. Signal Process. 33(4), 1261\u20131276 (2014)","journal-title":"Circ. Syst. Signal Process."},{"issue":"5","key":"108_CR15","doi-asserted-by":"crossref","first-page":"437","DOI":"10.1016\/j.bspc.2013.01.005","volume":"8","author":"RJ Martis","year":"2013","unstructured":"R.J. Martis, U.R. Acharya, L.C. Min, ECG beat classification using PCA, LDA, ICA and Discrete Wavelet Transform. Biomed. Signal Process. 8(5), 437\u2013448 (2013)","journal-title":"Biomed. Signal Process."},{"key":"108_CR16","doi-asserted-by":"crossref","unstructured":"M.C. Nait-Hamoud, A. Moussaoui, Two novel methods for multiclass ECG arrhythmias classification based on PCA, fuzzy support vector machine and unbalanced clustering. in IEEE proceedings of International Conference on Machine and Web Intelligence (ICMWI), pp. 140\u2013145 (2010)","DOI":"10.1109\/ICMWI.2010.5647931"},{"key":"108_CR17","doi-asserted-by":"crossref","unstructured":"X. Qu, W.J. Cai, D.F. Ge, ECG signal classification based on BPNN. in IEEE Proceedings of International Conference on Electric Information and Control Engineering (ICEICE), pp. 1362\u20131364 (2011)","DOI":"10.1109\/ICEICE.2011.5777902"},{"key":"108_CR18","doi-asserted-by":"crossref","DOI":"10.1007\/978-1-4757-2440-0","volume-title":"The Nature of Statistical Learning Theory","author":"VN Vapnik","year":"1995","unstructured":"V.N. Vapnik, The Nature of Statistical Learning Theory (Springer, New York, 1995)"},{"issue":"10","key":"108_CR19","doi-asserted-by":"crossref","first-page":"2930","DOI":"10.1109\/TBME.2012.2213253","volume":"59","author":"C Ye","year":"2012","unstructured":"C. Ye, B.V.K.V. Kumar, M.T. Coimbra, Heartbeat classification using morphological and dynamic features of ECG signals. IEEE Trans. Biomed. Eng. 59(10), 2930\u20132941 (2012)","journal-title":"IEEE Trans. Biomed. Eng."},{"issue":"2","key":"108_CR20","doi-asserted-by":"crossref","first-page":"179","DOI":"10.1016\/j.cmpb.2010.04.013","volume":"99","author":"AE Zadeh","year":"2010","unstructured":"A.E. Zadeh, A. Khazaee, V. Ranaee, Classification of the electrocardiogram signals using supervised classifiers and efficient features. Comput. Methods Prog. Biomed. 99(2), 179\u2013194 (2010)","journal-title":"Comput. Methods Prog. Biomed."}],"container-title":["Circuits, Systems, and Signal Processing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00034-015-0108-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s00034-015-0108-3\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00034-015-0108-3","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,8,28]],"date-time":"2019-08-28T00:53:48Z","timestamp":1566953628000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s00034-015-0108-3"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015,7,7]]},"references-count":20,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2016,4]]}},"alternative-id":["108"],"URL":"https:\/\/doi.org\/10.1007\/s00034-015-0108-3","relation":{},"ISSN":["0278-081X","1531-5878"],"issn-type":[{"value":"0278-081X","type":"print"},{"value":"1531-5878","type":"electronic"}],"subject":[],"published":{"date-parts":[[2015,7,7]]}}}