메뉴 건너뛰기




Volumn 58, Issue 3 PART 1, 2011, Pages 616-625

Heartbeat classification using feature selection driven by database generalization criteria

Author keywords

Feature selection; heartbeat classification; linear classifier; wavelet transform (WT)

Indexed keywords

BEST MODEL; CLASSIFICATION PERFORMANCE; CLASSIFIER MODELS; DIFFERENT SCALE; DISJOINT PARTITION; FEATURE MODELS; FEATURE SELECTION; FLOATING FEATURE SELECTION; GENERALIZATION CAPABILITY; HEARTBEAT CLASSIFICATION; LINEAR CLASSIFIERS; MEDICAL INSTRUMENTATION; POSITIVE PREDICTIVE VALUES; R-R SERIES; RESULTS PRESENTATION; STATE-OF-THE-ART METHODS; TEST SETS; VALIDATION SETS;

EID: 79952156441     PISSN: 00189294     EISSN: None     Source Type: Journal    
DOI: 10.1109/TBME.2010.2068048     Document Type: Article
Times cited : (368)

References (22)
  • 2
    • 0031238509 scopus 로고    scopus 로고
    • A patient-adaptable ecg beat classifier using mixture of experts approach
    • Sep.
    • Y. H. Hu, S. Palreddy, and W. Tompkins, "A patient-adaptable ecg beat classifier using mixture of experts approach," IEEE Trans. Biomed. Eng., vol. 44, no. 9, pp. 891-899, Sep. 1997.
    • (1997) IEEE Trans. Biomed. Eng. , vol.44 , Issue.9 , pp. 891-899
    • Hu, Y.H.1    Palreddy, S.2    Tompkins, W.3
  • 3
    • 0033918208 scopus 로고    scopus 로고
    • Clustering ECG complexes using hermite functions and self-organizing maps
    • Jul.
    • M. Lagerholm, C. Peterson, G. Braccini, L. Edenbrandt, and L. Sörnmo, "Clustering ECG complexes using hermite functions and self-organizing maps," IEEE Trans. Biomed. Eng., vol. 47, no. 7, pp. 838-848, Jul. 2000.
    • (2000) IEEE Trans. Biomed. Eng. , vol.47 , Issue.7 , pp. 838-848
    • Lagerholm, M.1    Peterson, C.2    Braccini, G.3    Edenbrandt, L.4    Sörnmo, L.5
  • 4
    • 2942709662 scopus 로고    scopus 로고
    • Automatic classification of heartbeats using ECG morphology and heartbeat interval features
    • Jul.
    • P. de Chazal, M. O'Dwyer, and R. B. Reilly, "Automatic classification of heartbeats using ECG morphology and heartbeat interval features," IEEE Trans. Biomed. Eng., vol. 51, no. 7, pp. 1196-1206, Jul. 2004.
    • (2004) IEEE Trans. Biomed. Eng. , vol.51 , Issue.7 , pp. 1196-1206
    • De Chazal, P.1    O'Dwyer, M.2    Reilly, R.B.3
  • 5
    • 33845865323 scopus 로고    scopus 로고
    • Robust neural-netwok-based classification of premature ventricular contractions using wavelet transform and timing interval features
    • Dec.
    • O. Inan, L. Giovangrandi, and G. Kovacs, "Robust neural-netwok-based classification of premature ventricular contractions using wavelet transform and timing interval features," IEEE Trans. Biomed. Eng., vol. 53, no. 12, pp. 2507-2515, Dec. 2006.
    • (2006) IEEE Trans. Biomed. Eng. , vol.53 , Issue.12 , pp. 2507-2515
    • Inan, O.1    Giovangrandi, L.2    Kovacs, G.3
  • 6
    • 33747780517 scopus 로고    scopus 로고
    • Comparative study of morphological and time-frequency ecg descriptors for heartbeat classification
    • I. Christov et al., "Comparative study of morphological and time-frequency ecg descriptors for heartbeat classification," Elsevier Med. Eng. Phys., vol. 28, pp. 876-887, 2006..
    • (2006) Elsevier Med. Eng. Phys. , vol.28 , pp. 876-887
    • Christov, I.1
  • 7
    • 33845864226 scopus 로고    scopus 로고
    • A patient-adapting heartbeat classifier using ecg morphology and heartbeat interval features
    • Dec.
    • P. de Chazal and R. B. Reilly, "A patient-adapting heartbeat classifier using ecg morphology and heartbeat interval features," IEEE Trans. Biomed. Eng., vol. 53, no. 12, pp. 2535-2543, Dec. 2006.
    • (2006) IEEE Trans. Biomed. Eng. , vol.53 , Issue.12 , pp. 2535-2543
    • De Chazal, P.1    Reilly, R.B.2
  • 8
    • 62949204704 scopus 로고    scopus 로고
    • An ecg classification model based on multilead wavelet transform features
    • Washington, DC: IEEE Computer Society Press
    • M. Llamedo and J. Martínez, "An ecg classification model based on multilead wavelet transform features," in Computers in Cardiology 2007, vol. 34, Washington, DC: IEEE Computer Society Press, 2007, pp. 105-108.
    • (2007) Computers in Cardiology 2007 , vol.34 , pp. 105-108
    • Llamedo, M.1    Martínez, J.2
  • 9
    • 36348956823 scopus 로고    scopus 로고
    • Block-based neural networks for personalized ECG signal classification
    • Nov.
    • W. Jiang and S. Kong, "Block-based neural networks for personalized ECG signal classification," IEEE Trans. Biomed. Eng., vol. 18, no. 6, pp. 1750-1761, Nov. 2007.
    • (2007) IEEE Trans. Biomed. Eng. , vol.18 , Issue.6 , pp. 1750-1761
    • Jiang, W.1    Kong, S.2
  • 10
    • 62249091791 scopus 로고    scopus 로고
    • Hierarchical support vector machine
    • Washington, DC: IEEE Computer Society Press
    • K. Park, B. Cho, D. Lee, S. Song, and J. Lee, "Hierarchical support vector machine," in Computers in Cardiology 2008, vol. 35, Washington, DC: IEEE Computer Society Press, 2008, pp. 229-232.
    • (2008) Computers in Cardiology 2008 , vol.35 , pp. 229-232
    • Park, K.1    Cho, B.2    Lee, D.3    Song, S.4    Lee, J.5
  • 11
    • 67649208265 scopus 로고    scopus 로고
    • A generic and robust system for automated patient-specific classification of ecg signals
    • May
    • T. Ince, S. Kiranyaz, and M. Gabbouj, "A generic and robust system for automated patient-specific classification of ecg signals," IEEE Trans. Biomed. Eng., vol. 56, no. 5, pp. 1415-1426, May 2009.
    • (2009) IEEE Trans. Biomed. Eng. , vol.56 , Issue.5 , pp. 1415-1426
    • Ince, T.1    Kiranyaz, S.2    Gabbouj, M.3
  • 15
    • 14844283547 scopus 로고    scopus 로고
    • PhysioBank, PhysioToolkit, and PhysioNet: Components of a new research resource for complex physiologic signals
    • A. L. Goldberger et al, "PhysioBank, PhysioToolkit, and PhysioNet: Components of a new research resource for complex physiologic signals," Circulation, vol. 101, no. 23, pp. e215-e220, 2000.
    • (2000) Circulation , vol.101 , Issue.23
    • Goldberger, A.L.1
  • 17
    • 12144285744 scopus 로고    scopus 로고
    • A wavelet-based ecg delineator: Evaluation on standard databases
    • Apr.
    • J. P. Martínez, R. Almeida, S. Olmos, A. Rocha, and P. Laguna, "A wavelet-based ecg delineator: Evaluation on standard databases," IEEE Trans. Biomed. Eng., vol. 51, no. 4, pp. 570-581, Apr. 2004.
    • (2004) IEEE Trans. Biomed. Eng. , vol.51 , Issue.4 , pp. 570-581
    • Martínez, J.P.1    Almeida, R.2    Olmos, S.3    Rocha, A.4    Laguna, P.5
  • 20
    • 27344444890 scopus 로고    scopus 로고
    • Directional features in online handwriting recognition
    • C. Bahlmann, "Directional features in online handwriting recognition," Pattern Recognit., vol. 39, no. 1, pp. 115-125, 2006.
    • (2006) Pattern Recognit. , vol.39 , Issue.1 , pp. 115-125
    • Bahlmann, C.1
  • 22
    • 0028547556 scopus 로고
    • Floating search methods in feature selection
    • P. Pudil, J. Novovicova, and J. Kittler, "Floating search methods in feature selection," Pattern Recognit. Lett., vol. 15, no. 11, pp. 1119-1125, 1994.
    • (1994) Pattern Recognit. Lett. , vol.15 , Issue.11 , pp. 1119-1125
    • Pudil, P.1    Novovicova, J.2    Kittler, J.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.