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Volumn 39, Issue 2, 2012, Pages 1956-1967

Feature selection using support vector machines and bootstrap methods for ventricular fibrillation detection

Author keywords

Arrhythmia classification; Bootstrap; Feature selection; Support vector machines; Ventricular fibrillation detection

Indexed keywords

ARRHYTHMIA CLASSIFICATION; AUTOMATIC DEVICE; BOOTSTRAP; BOOTSTRAP METHOD; BOOTSTRAP RESAMPLING; DETECTION EFFICIENCY; DETECTOR PERFORMANCE; DIFFERENT DOMAINS; EARLY DETECTION; ECG PARAMETERS; EFFICIENT FEATURE SELECTIONS; FEATURE SETS; INPUT SPACE; MACHINE-LEARNING; NON-PARAMETRIC STATISTICS; RECURSIVE FEATURE ELIMINATION; SIMULATION STUDIES; SUPPORT VECTOR; TIME FREQUENCY; TIME-FREQUENCY PARAMETER; VENTRICULAR FIBRILLATION; VENTRICULAR FIBRILLATION DETECTION;

EID: 80054911546     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2011.08.051     Document Type: Conference Paper
Times cited : (71)

References (67)
  • 2
    • 80054936793 scopus 로고    scopus 로고
    • American Heart Association. (Accessed: 17.04.10)
    • American Heart Association. Available from http://www.americanheart.org (Accessed: 17.04.10).
  • 3
    • 27744599950 scopus 로고    scopus 로고
    • Reliability of old and new ventricular fibrillation detection algorithms for automated external defibrillators
    • A. Amann, R. Tratnig, and K. Unterkofler Reliability of old and new ventricular fibrillation detection algorithms for automated external defibrillators Biomedical Engineering Online 4 2005
    • (2005) Biomedical Engineering Online , vol.4
    • Amann, A.1    Tratnig, R.2    Unterkofler, K.3
  • 6
    • 0024694995 scopus 로고
    • Algorithmic sequential decision-making in the frequency domain for life threatening ventricular arrhythmias and imitative artefacts: A diagnostic system
    • S. Barro, R. Ruiz, D. Cabello, and J. Mira Algorithmic sequential decision making in the frequency domain for life threatening ventricular arrhythmias and imitative artifacts: A diagnostic system Journal of Biomedical Engineering 11 1989 320 328 (Pubitemid 19170083)
    • (1989) Journal of Biomedical Engineering , vol.11 , Issue.4 , pp. 320-328
    • Barro, S.1    Ruiz, R.2    Cabello, D.3    Mira, J.4
  • 7
    • 0030896055 scopus 로고    scopus 로고
    • Estimation of the ventricular fibrillation duration by autoregressive modeling
    • DOI 10.1109/10.568910
    • A. Baykal, R. Ranjan, and N.V. Thakor Estimation of the ventricular fibrillation duration by autoregressive modeling IEEE Transactions on Biomedical Engineering 44 1997 349 356 (Pubitemid 27183856)
    • (1997) IEEE Transactions on Biomedical Engineering , vol.44 , Issue.5 , pp. 349-356
    • Baykal, A.1    Ranjan, R.2    Thakor, N.V.3
  • 10
    • 0031334221 scopus 로고    scopus 로고
    • Selection of relevant features and examples in machine learning
    • PII S0004370297000635
    • A. Blum, and P. Langley Selection of relevant features and examples in machine learning Artificial Intelligence 97 1997 245 271 (Pubitemid 127401106)
    • (1997) Artificial Intelligence , vol.97 , Issue.1-2 , pp. 245-271
    • Blum, A.L.1    Langley, P.2
  • 12
    • 0029861576 scopus 로고    scopus 로고
    • A robust sequential detection algorithm for cardiac arrhythmia classification
    • DOI 10.1109/10.541254
    • S.W. Chen, P.M. Clarkson, and Q. Fan A robust sequential detection algorithm for cardiac arrhythmia classification IEEE Transactions on Biomedical Engineering 43 1996 1120 1125 (Pubitemid 26359153)
    • (1996) IEEE Transactions on Biomedical Engineering , vol.43 , Issue.11 , pp. 1120-1125
    • Chen, S.-W.1    Clarkson, P.M.2    Fan, Q.3
  • 13
    • 0023347751 scopus 로고
    • Ventricular fibrillation detection by a regression test on the autocorrelation function
    • S. Chen, N.V. Thakor, and M.M. Mower Ventricular fibrillation detection by a regression test on the autocorrelation function Medical and Biological Engineering and Computing 25 1987 241 249 (Pubitemid 17112830)
    • (1987) Medical and Biological Engineering and Computing , vol.25 , Issue.3 , pp. 241-249
    • Chen, S.1    Thakor, N.V.2    Mower, M.M.3
  • 14
    • 0346250790 scopus 로고    scopus 로고
    • Practical selection of SVM parameters and noise estimation for SVM regression
    • DOI 10.1016/S0893-6080(03)00169-2
    • V. Cherkassky, and Y. Ma Practical selection of SVM parameters and noise estimation for SVM regression Neural Networks 17 2004 113 126 (Pubitemid 38019003)
    • (2004) Neural Networks , vol.17 , Issue.1 , pp. 113-126
    • Cherkassky, V.1    Ma, Y.2
  • 15
    • 68149158363 scopus 로고    scopus 로고
    • A two-stage classification procedure for near-infrared spectra based on multi-scale vertical energy wavelet thresholding and SVM-based gradient-recursive feature elimination
    • H.W. Cho, S. Baek, E. Youn, M. Jeong, and A. Taylor A two-stage classification procedure for near-infrared spectra based on multi-scale vertical energy wavelet thresholding and SVM-based gradient-recursive feature elimination Journal of the Operational Research Society 60 2009 1107 1115
    • (2009) Journal of the Operational Research Society , vol.60 , pp. 1107-1115
    • Cho, H.W.1    Baek, S.2    Youn, E.3    Jeong, M.4    Taylor, A.5
  • 16
    • 0001458386 scopus 로고
    • The Wigner distribution - A tool for time-frequency signal analysis; Part III: Relations with other time-frequency signals transformations
    • T.A.C.M. Claasen, and W.F.G. Mecklenbrauker The Wigner distribution - A tool for time-frequency signal analysis; part III: relations with other time-frequency signals transformations Philips Journal of Research 35 1980 372 389
    • (1980) Philips Journal of Research , vol.35 , pp. 372-389
    • Claasen, T.A.C.M.1    Mecklenbrauker, W.F.G.2
  • 17
    • 0032207047 scopus 로고    scopus 로고
    • Comparison of techniques for time-frequency analysis of the ECG during human ventricular fibrillation
    • Clayton, R. H.; & Murray, A. (1998). Comparison of techniques for time-frequency analysis of the ECG during human ventricular fibrillation. In IEE proceedings science, measurement and technology (Vol. 145, pp. 301-306).
    • (1998) IEE Proceedings Science, Measurement and Technology , vol.145 , pp. 301-306
    • Clayton, R.H.1    Murray, A.2
  • 18
    • 0027466620 scopus 로고
    • Comparison of four techniques for recognition of ventricular fibrillation from the surface ECG
    • R.H. Clayton, A. Murray, and R.W. Campbell Comparison of four techniques for recognition of ventricular fibrillation from the surface ECG Medical and Biological Engineering and Computing 31 1993 111 117 (Pubitemid 23122589)
    • (1993) Medical and Biological Engineering and Computing , vol.31 , Issue.2 , pp. 111-117
    • Clayton, R.H.1    Murray, A.2    Campbell, R.W.F.3
  • 21
    • 0026507547 scopus 로고
    • Stationary and drifting spiral waves of excitation in isolated cardiac muscle
    • J.M. Davidenko, A.V. Pertsov, R. Salomonsz, W. Baxter, and J. Jalife Stationary and drifting spiral waves of excitation in isolated cardiac muscle Nature 355 1992 349 351
    • (1992) Nature , vol.355 , pp. 349-351
    • Davidenko, J.M.1    Pertsov, A.V.2    Salomonsz, R.3    Baxter, W.4    Jalife, J.5
  • 23
    • 0034882681 scopus 로고    scopus 로고
    • Frequency domain algorithm for quantifying atrial fibrillation organization to increase defibrillation efficacy
    • DOI 10.1109/10.942586
    • T.H. Everett, L.C. Kok, R.H. Vaughn, J.R. Moorman, and D.E. Haines Frequency domain algorithm for quantifying atrial fibrillation organization to increase defibrillation efficacy IEEE Transactions on Biomedical Engineering 48 2001 969 978 (Pubitemid 32776938)
    • (2001) IEEE Transactions on Biomedical Engineering , vol.48 , Issue.9 , pp. 969-978
    • Everett IV, T.H.1    Kok, L.-C.2    Vaughn, R.H.3    Moorman, J.R.4    Haines, D.E.5
  • 24
    • 0035849511 scopus 로고    scopus 로고
    • Assessment of global atrial fibrillation organization to optimize timing of atrial defibrillation
    • T.H. Everett, J.R. Moorman, L.C. Kok, J.G. Akar, and D.E. Haines Assessment of global atrial fibrillation organization to optimize timing of atrial defibrillation Circulation 103 2001 2857 2861 (Pubitemid 32550077)
    • (2001) Circulation , vol.103 , Issue.23 , pp. 2857-2861
    • Everett IV, T.H.1    Moorman, J.R.2    Kok, L.-C.3    Akar, J.G.4    Haines, D.E.5
  • 25
    • 33344457840 scopus 로고    scopus 로고
    • Reconfirmation algorithms should be the standard of care in automated external defibrillators
    • DOI 10.1016/j.resuscitation.2005.07.016, PII S0300957205003084
    • S.C. Faddy Reconfirmation algorithms should be standard of care in automated external defibrillators Resuscitation 68 2006 409 415 (Pubitemid 43292304)
    • (2006) Resuscitation , vol.68 , Issue.3 , pp. 409-415
    • Faddy, S.C.1
  • 26
    • 0020942785 scopus 로고
    • Recognition of ventricular fibrillation, other rhythms and noise in patients developing sudden cardiac death
    • Forster, F. K.; & Weaver, W. D. (1982). Recognition of ventricular fibrillation, other rhythms and noise in patients developing sudden cardiac death. IEEE computers in cardiology, (pp. 245-248). (Pubitemid 14459626)
    • (1983) Computers in Cardiology , pp. 245-248
    • Forster, F.K.1    Weaver, W.D.2
  • 28
    • 0036161259 scopus 로고    scopus 로고
    • Gene selection for cancer classification using support vector machines
    • DOI 10.1023/A:1012487302797
    • I. Guyon, J. Weston, S. Barnhill, and V. Vapnik Gene selection for cancer classification using support vector machines Machine Learning 46 2002 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
  • 31
    • 0022610590 scopus 로고
    • An external automatic device to detect ventricular fibrillation
    • C.M. Jack, E.K. Hunter, T.H. Pringle, J.T. Wilson, J. Anderson, and A.A. Adgey An external automatic device to detect ventricular fibrillation European Heart Journal 7 1986 404 411 (Pubitemid 16120799)
    • (1986) European Heart Journal , vol.7 , Issue.5 , pp. 404-411
    • Jack, C.M.1    Hunter, E.K.2    Pringle, T.H.3
  • 32
    • 0002634604 scopus 로고    scopus 로고
    • Evidence for electrical organization during ventricular fibrillation in the human heart
    • J. Jalife, R.A. Gray, G.E. Morley, and J.M. Davidenko Evidence for electrical organization during ventricular fibrillation in the human heart Chaos 8 1998 79 93
    • (1998) Chaos , vol.8 , pp. 79-93
    • Jalife, J.1    Gray, R.A.2    Morley, G.E.3    Davidenko, J.M.4
  • 33
    • 0033659969 scopus 로고    scopus 로고
    • Comparison of five algorithms for the detection of ventricular fibrillation from the surface ECG
    • I. Jekova Comparison of five algorithms for the detection of ventricular fibrillation from the surface ECG Physiological Measurement 21 2000 429 439
    • (2000) Physiological Measurement , vol.21 , pp. 429-439
    • Jekova, I.1
  • 34
    • 0036853762 scopus 로고    scopus 로고
    • Detection of ventricular fibrillation and tachycardia from the surface ECG by a set of parameters acquired from four methods
    • DOI 10.1088/0967-3334/23/4/303, PII S0967333402374355
    • I. Jekova, and P. Mitev Detection of ventricular fibrillation and tachycardia from the surface ECG by a set of parameters acquired from four methods Physiological Measurement 23 2002 629 634 (Pubitemid 35386571)
    • (2002) Physiological Measurement , vol.23 , Issue.4 , pp. 629-634
    • Jekova, I.1    Mitev, P.2
  • 35
    • 0031381525 scopus 로고    scopus 로고
    • Wrappers for feature subset selection
    • PII S000437029700043X
    • R. Kohavi, and G.H. John Wrappers for feature subset selection Artificial Intelligence 97 1997 273 324 (Pubitemid 127401107)
    • (1997) Artificial Intelligence , vol.97 , Issue.1-2 , pp. 273-324
    • Kohavi, R.1    John, G.H.2
  • 36
    • 0003031266 scopus 로고
    • Computer detection of ventricular fibrillation
    • Kuo, S.; & Dillman, R. (1978). Computer detection of ventricular fibrillation. IEEE computers in cardiology, (pp. 2747-2750).
    • (1978) IEEE Computers in Cardiology , pp. 2747-2750
    • Kuo, S.1    Dillman, R.2
  • 38
    • 0019215346 scopus 로고
    • The automatic implantable defibrillator
    • DOI 10.1016/0002-8703(80)90218-5
    • M. Mirowski, M.M. Mower, and P.R. Reid The automatic implantable defibrillator American Heart Journal 100 1980 1089 1092 (Pubitemid 11217265)
    • (1980) American Heart Journal , vol.100 , Issue.6 , pp. 1089-1092
    • Mirowski, M.1    Mower, M.M.2    Reid, P.R.3
  • 40
    • 8744314772 scopus 로고
    • Factors responsible for the initiation and maintenance of ventricular fibrillation
    • B. Surawicz, & E. Pellegrino (Eds.) New York: Grune and Stratton
    • Moe, G. K.; Abildskov, J. A.; & Han, J. (1964). Factors responsible for the initiation and maintenance of ventricular fibrillation. In B. Surawicz, & E. Pellegrino (Eds.), Sudden Cardiac Death. New York: Grune and Stratton.
    • (1964) Sudden Cardiac Death
    • Moe, G.K.1    Abildskov, J.A.2    Han, J.3
  • 42
    • 30044438683 scopus 로고    scopus 로고
    • Combined SVM-based feature selection and classification
    • DOI 10.1007/s10994-005-1505-9
    • J. Neumann, C. Schnörr, and G. Steidl Combined SVM-based feature selection and classification Machine Learning 61 2005 129 150 (Pubitemid 43049365)
    • (2005) Machine Learning , vol.61 , Issue.1-3 , pp. 129-150
    • Neumann, J.1    Schnorr, C.2    Steidl, G.3
  • 45
    • 0001662608 scopus 로고
    • Recognition of ventricular fibrillation utilizing the power spectrum of the ECG
    • Nygards, M. E.; & Hulting, J. (1978). Recognition of ventricular fibrillation utilizing the power spectrum of the ECG. IEEE computers in cardiology, (pp. 393-397). (Pubitemid 8634208)
    • (1977) Computers in Cardiology , pp. 393-397
    • Nygards Mats-Erik1    Hulting Johan2
  • 46
    • 1642265037 scopus 로고    scopus 로고
    • Support Vector Machine-Based Expert System for Reliable Heartbeat Recognition
    • DOI 10.1109/TBME.2004.824138
    • S. Osowski, L. Hoai, and T. Markiewicz Support vector machine-based expert system for reliable heartbeat recognition IEEE Transactions on Biomedical Engineering 51 2004 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
  • 47
    • 62949150443 scopus 로고    scopus 로고
    • Detection of ventricular fibrillation by sequential hypothesis testing of binary sequences
    • Pardey, J. (2007). Detection of ventricular fibrillation by sequential hypothesis testing of binary sequences. IEEE computers in cardiology, (pp. 573-576).
    • (2007) IEEE Computers in Cardiology , pp. 573-576
    • Pardey, J.1
  • 48
    • 0004082156 scopus 로고    scopus 로고
    • 4th ed. McGraw-Hill [International editions]
    • J.G. Proakis Digital communications 4th ed. 2001 McGraw-Hill [International editions]
    • (2001) Digital Communications
    • Proakis, J.G.1
  • 53
    • 0035716754 scopus 로고    scopus 로고
    • Fast non-invasive ventricular fibrillation detection method using pseudo Wigner-Ville distribution
    • Rosado, A.; Guerrero, J.; Bataller, M.; & Chorro, J. (2001). Fast non-invasive ventricular fibrillation detection method using pseudo Wigner-Ville distribution. IEEE computers in cardiology, (Vol. 28, pp. 237-240). (Pubitemid 34167111)
    • (2001) Computers in Cardiology , pp. 237-240
    • Rosado, A.1    Guerrero, J.2    Bataller, M.3    Chorro, J.4
  • 55
    • 35748932917 scopus 로고    scopus 로고
    • A review of feature selection techniques in bioinformatics
    • DOI 10.1093/bioinformatics/btm344
    • Y. Saeys, I. Inza, and P. Larrañaga A review of feature selection techniques in bioinformatics Bioinformatics 23 2007 2507 2517 (Pubitemid 350048351)
    • (2007) Bioinformatics , vol.23 , Issue.19 , pp. 2507-2517
    • Saeys, Y.1    Inza, I.2    Larranaga, P.3
  • 59
    • 0021645228 scopus 로고
    • From Holter monitors to automatic defibrillators: Developments in ambulatory arrhythmia monitoring
    • N.V. Thakor From Holter monitors to automatic defibrillators: developments in ambulatory arrhythmia monitoring IEEE Transactions on Biomedical Engineering 31 1984 770 778
    • (1984) IEEE Transactions on Biomedical Engineering , vol.31 , pp. 770-778
    • Thakor, N.V.1
  • 60
    • 0025483745 scopus 로고
    • Ventricular tachycardia and fibrillation detection by a sequential hypothesis testing algorithm
    • DOI 10.1109/10.58594
    • N.V. Thakor, Y.S. Zhu, and K.Y. Pan Ventricular tachycardia and fibrillation detection by a sequential hypothesis testing algorithm IEEE Transactions on Biomedical Engineering 37 1990 837 843 (Pubitemid 20368418)
    • (1990) IEEE Transactions on Biomedical Engineering , vol.37 , Issue.9 , pp. 837-843
    • Thakor, N.V.1    Zhu, Y.-S.2    Pan, K.-Y.3
  • 61
    • 36549032224 scopus 로고    scopus 로고
    • Usage of eigenvector methods in implementation of automated diagnostic systems for ECG beats
    • DOI 10.1016/j.dsp.2007.05.005, PII S1051200407000917
    • E.D. Ubeyli Usage of eigenvector methods in implementation of automated diagnostic systems for ECG beats Digital Signal Processing 18 2008 33 48 (Pubitemid 350184350)
    • (2008) Digital Signal Processing: A Review Journal , vol.18 , Issue.1 , pp. 33-48
    • Ubeyli, E.D.1
  • 64
    • 0029910020 scopus 로고    scopus 로고
    • High discharge survival rate after out-of-hospital ventricular fibrillation with rapid defibrillation by police and paramedics
    • DOI 10.1016/S0196-0644(96)70109-9
    • R. White, B. Asplin, T. Bugliosi, and D. Hankins High discharge survival rate after out-of-hospital ventricular fibrillation with rapid defibrillation by police and paramedics Annals of Emergency Medicine 28 1996 480 485 (Pubitemid 26367406)
    • (1996) Annals of Emergency Medicine , vol.28 , Issue.5 , pp. 480-485
    • White, R.D.1    Asplin, B.R.2    Bugliosi, T.F.3    Hankins, D.G.4
  • 65
    • 0018993476 scopus 로고
    • Influence of time and therapy on ventricular fibrillation in dogs
    • R.W. Yakaitis, G.A. Ewy, and C.W. Otto Influence of time and therapy on ventricular fibrillation in dogs Critical Care Medicine 8 1980 157 163
    • (1980) Critical Care Medicine , vol.8 , pp. 157-163
    • Yakaitis, R.W.1    Ewy, G.A.2    Otto, C.W.3
  • 66
    • 45449096287 scopus 로고    scopus 로고
    • Discrimination of ventricular arrhythmias using NEWFM
    • Zhang, Z.; Lee, S.; & Lim, J. (2008). Discrimination of ventricular arrhythmias using NEWFM. In AIRS (pp. 176-183).
    • (2008) AIRS , pp. 176-183
    • Zhang, Z.1    Lee, S.2    Lim, J.3
  • 67


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