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Volumn 2011, Issue , 2011, Pages

Feature selection for interpatient supervised heart beat classification

Author keywords

[No Author keywords available]

Indexed keywords

CARDIAC FUNCTIONS; CLASSIFICATION MODELS; DOMAIN KNOWLEDGE; EXHAUSTIVE SEARCH; FEATURE SETS; FEATURE SUBSET; HEART BEATS; LONG TERM MONITORING;

EID: 80052679977     PISSN: 16875265     EISSN: 16875273     Source Type: Journal    
DOI: 10.1155/2011/643816     Document Type: Article
Times cited : (35)

References (29)
  • 1
    • 79952510758 scopus 로고    scopus 로고
    • Weighted svms and feature relevance assessment in supervised heart beat classification
    • Selected and extended papers of the BIOSIGNALS 2010 conference
    • de Lannoy G., Franc D., Delbeke J., Verleysen M., Weighted svms and feature relevance assessment in supervised heart beat classification Communications in Computer and Information Science 2011 127 212 225. Selected and extended papers of the BIOSIGNALS 2010 conference
    • (2011) Communications in Computer and Information Science , vol.127 , pp. 212-225
    • De Lannoy, G.1    Franc, D.2    Delbeke, J.3    Verleysen, M.4
  • 3
    • 78650824981 scopus 로고    scopus 로고
    • Learning pattern classification tasks with imbalanced data sets
    • Yin P. Vukovar, Croatia InTech
    • Nguyen G. H., Bouzerdoum A., Phung S. L., Yin P., Learning pattern classification tasks with imbalanced data sets Pattern Recognition 2009 Vukovar, Croatia InTech
    • (2009) Pattern Recognition
    • Nguyen, G.H.1    Bouzerdoum, A.2    Phung, S.L.3
  • 4
    • 2942709662 scopus 로고    scopus 로고
    • Automatic classification of heartbeats using ECG morphology and heartbeat interval features
    • DOI 10.1109/TBME.2004.827359
    • Chazal P. D., O'Dwyer M., Reilly R. B., Automatic classification of heartbeats using ECG morphology and heartbeat interval features IEEE Transactions on Biomedical Engineering 2004 51 7 1196 1206 (Pubitemid 38787925)
    • (2004) IEEE Transactions on Biomedical Engineering , vol.51 , Issue.7 , pp. 1196-1206
    • De Chazal, P.1    O'Dwyer, M.2    Reilly, R.B.3
  • 6
    • 62949204704 scopus 로고    scopus 로고
    • An ecg classification model based on multilead wavelet transform features
    • Llamedo M., Martinez J. P., An ecg classification model based on multilead wavelet transform features Computers in Cardiology 2007 34 105 108
    • (2007) Computers in Cardiology , vol.34 , pp. 105-108
    • Llamedo, M.1    Martinez, J.P.2
  • 7
    • 79952156441 scopus 로고    scopus 로고
    • Heartbeat classification using feature selection driven by database generalization criteria
    • Llamedo M., Martinez J. P., Heartbeat classification using feature selection driven by database generalization criteria IEEE Transactions on Biomedical Engineering 2011 58 616 625
    • (2011) IEEE Transactions on Biomedical Engineering , vol.58 , pp. 616-625
    • Llamedo, M.1    Martinez, J.P.2
  • 8
    • 62249091791 scopus 로고    scopus 로고
    • Hierarchical support vector machine based heartbeat classification using higher order statistics and hermite basis function
    • Park K., Cho B., Lee D., Hierarchical support vector machine based heartbeat classification using higher order statistics and hermite basis function Computers in Cardiology 2008 35 229 232
    • (2008) Computers in Cardiology , vol.35 , pp. 229-232
    • Park, K.1    Cho, B.2    Lee, D.3
  • 11
    • 0003120218 scopus 로고    scopus 로고
    • Fast training of support vector machines using sequential minimal optimization
    • New York, NY, USA The MIT Press
    • Platt J. C., Fast training of support vector machines using sequential minimal optimization Advances in Kernel Methods 1999 New York, NY, USA The MIT Press
    • (1999) Advances in Kernel Methods
    • Platt, J.C.1
  • 12
    • 84856043672 scopus 로고
    • A mathematical theory of communication
    • Shannon C. E., A mathematical theory of communication Bell Systems Technical Journal 1948 27 379 423, 623656
    • (1948) Bell Systems Technical Journal , vol.27 , pp. 379-423
    • Shannon, C.E.1
  • 13
    • 32944462016 scopus 로고    scopus 로고
    • Mutual information for the selection of relevant variables in spectrometric nonlinear modelling
    • DOI 10.1016/j.chemolab.2005.06.010, PII S0169743905000985
    • Rossi F., Lendasse A., François D., Wertz V., Verleysen M., Mutual information for the selection of relevant variables in spectrometric nonlinear modelling Chemometrics and Intelligent Laboratory Systems 2006 80 2 215 226 (Pubitemid 43259500)
    • (2006) Chemometrics and Intelligent Laboratory Systems , vol.80 , Issue.2 , pp. 215-226
    • Rossi, F.1    Lendasse, A.2    Francois, D.3    Wertz, V.4    Verleysen, M.5
  • 14
    • 0024621174 scopus 로고
    • On estimation of entropy and mutual information of continuous distributions
    • Moddemeijer R., On estimation of entropy and mutual information of continuous distributions Signal Processing 1989 16 3 233 248
    • (1989) Signal Processing , vol.16 , Issue.3 , pp. 233-248
    • Moddemeijer, R.1
  • 15
    • 0042526388 scopus 로고    scopus 로고
    • The mutual information: Detecting and evaluating dependencies between variables
    • Steuer R., Kurths J., Daub C. O., Weise J., Selbig J., The mutual information: detecting and evaluating dependencies between variables Bioinformatics 2002 18 supplement 2 S231 S240
    • (2002) Bioinformatics , vol.18 , Issue.SUPPL. 2
    • Steuer, R.1    Kurths, J.2    Daub, C.O.3    Weise, J.4    Selbig, J.5
  • 16
    • 69249222802 scopus 로고    scopus 로고
    • Information-theoretic feature selection for functional data classification
    • Gomez-Verdejo V., Verleysen M., Fleury J., Information-theoretic feature selection for functional data classification Neurocomputing 2009 72 1618 3580 3589
    • (2009) Neurocomputing , vol.72 , Issue.1618 , pp. 3580-3589
    • Gomez-Verdejo, V.1    Verleysen, M.2    Fleury, J.3
  • 18
    • 0031381525 scopus 로고    scopus 로고
    • Wrappers for feature subset selection
    • PII S000437029700043X
    • Kohavi R., John G. H., Wrappers for feature subset selection Artificial Intelligence 1997 97 1-2 273 324 (Pubitemid 127401107)
    • (1997) Artificial Intelligence , vol.97 , Issue.1-2 , pp. 273-324
    • Kohavi, R.1    John, G.H.2
  • 19
    • 0036161259 scopus 로고    scopus 로고
    • Gene selection for cancer classification using support vector machines
    • DOI 10.1023/A:1012487302797
    • Guyon I., Weston J., Barnhill S., Vapnik V., Gene selection for cancer classification using support vector machines Machine Learning 2002 46 1-3 389 422 (Pubitemid 34129977)
    • (2002) Machine Learning , vol.46 , Issue.1-3 , pp. 389-422
    • Guyon, I.1    Weston, J.2    Barnhill, S.3    Vapnik, V.4
  • 22
    • 33645690579 scopus 로고    scopus 로고
    • Fast binary feature selection with conditional mutual information
    • Fleuret F., Fast binary feature selection with conditional mutual information Journal of Machine Learning Research 2004 5 4941 1531 1555
    • (2004) Journal of Machine Learning Research , vol.5 , Issue.4941 , pp. 1531-1555
    • Fleuret, F.1
  • 23
    • 24344458137 scopus 로고    scopus 로고
    • Feature selection based on mutual information: Criteria of Max-Dependency, Max-Relevance, and Min-Redundancy
    • DOI 10.1109/TPAMI.2005.159
    • Peng H., Long F., Ding C., Feature selection based on mutual information: criteria of max-dependency, max-Relevance, and min-redundancy IEEE Transactions on Pattern Analysis and Machine Intelligence 2005 27 8 1226 1238 (Pubitemid 41245053)
    • (2005) IEEE Transactions on Pattern Analysis and Machine Intelligence , vol.27 , Issue.8 , pp. 1226-1238
    • Peng, H.1    Long, F.2    Ding, C.3
  • 24
    • 14844283547 scopus 로고    scopus 로고
    • PhysioBank, PhysioToolkit, and PhysioNet: Components of a new research resource for complex physiologic signals
    • Goldberger A. L., Amaral L. A., Glass L., PhysioBank, PhysioToolkit, and PhysioNet: components of a new research resource for complex physiologic signals Circulation 2000 101 23 e215 e220
    • (2000) Circulation , vol.101 , Issue.23
    • Goldberger, A.L.1    Amaral, L.A.2    Glass, L.3
  • 25
    • 33747780517 scopus 로고    scopus 로고
    • Comparative study of morphological and time-frequency ECG descriptors for heartbeat classification
    • DOI 10.1016/j.medengphy.2005.12.010, PII S135045330600004X
    • Christov I., Gmez-Herrero G., Krasteva V., Jekova I., Gotchev A., Egiazarian K., Comparative study of morphological and time-frequency ECG descriptors for heartbeat classification Medical Engineering and Physics 2006 28 9 876 887 (Pubitemid 44278733)
    • (2006) Medical Engineering and Physics , vol.28 , Issue.9 , pp. 876-887
    • Christov, I.1    Gomez-Herrero, G.2    Krasteva, V.3    Jekova, I.4    Gotchev, A.5    Egiazarian, K.6
  • 26
    • 51749123574 scopus 로고    scopus 로고
    • Classification of electrocardiogram signals with support vector machines and particle swarm optimization
    • Melgani F., Bazi Y., Classification of electrocardiogram signals with support vector machines and particle swarm optimization IEEE Transactions on Information Technology in Biomedicine 2008 12 5 667 677
    • (2008) IEEE Transactions on Information Technology in Biomedicine , vol.12 , Issue.5 , pp. 667-677
    • Melgani, F.1    Bazi, Y.2
  • 27
    • 0033918208 scopus 로고    scopus 로고
    • Clustering ECG complexes using hermite functions and self-organizing maps
    • DOI 10.1109/10.846677, PII S0018929400051223
    • Lagerholm M., Peterson C, Braccini G., Edenbrandt L., Sornmo L., Clustering ecg complexes using hermite functions and self-organizing maps IEEE Transactions on Biomedical Engineering 2000 47 7 838 848 (Pubitemid 30421818)
    • (2000) IEEE Transactions on Biomedical Engineering , vol.47 , Issue.7 , pp. 838-848
    • Lagerholm, M.1    Peterson, G.2
  • 28
    • 1642265037 scopus 로고    scopus 로고
    • Support vector machine-based expert system for reliable heartbeat recognition
    • DOI 10.1109/TBME.2004.824138
    • Osowski S., Hoai L., Markiewicz T., Support vector machine-based expert system for reliable heartbeat recognition IEEE Transactions on Biomedical Engineering 2004 51 4 582 589 (Pubitemid 38375133)
    • (2004) IEEE Transactions on Biomedical Engineering , vol.51 , Issue.4 , pp. 582-589
    • Osowski, S.1    Hoai, L.T.2    Markiewicz, T.3
  • 29
    • 0034774017 scopus 로고    scopus 로고
    • ECG beat recognition using fuzzy hybrid neural network
    • DOI 10.1109/10.959322, PII S0018929401091406
    • Osowski S., Hoai L., ECG beat recognition using fuzzy hybrid neural network IEEE Transactions on Biomedical Engineering 2001 48 11 1265 1271 (Pubitemid 32988567)
    • (2001) IEEE Transactions on Biomedical Engineering , vol.48 , Issue.11 , pp. 1265-1271
    • Osowski, S.1    Linh, T.H.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.