메뉴 건너뛰기




Volumn 132, Issue , 2017, Pages 62-71

Automated detection of coronary artery disease using different durations of ECG segments with convolutional neural network

Author keywords

CAD; CNN; ECG; Feature; Heart; Testing; Training

Indexed keywords

BLOOD VESSELS; COMPUTER AIDED DESIGN; COMPUTER AIDED DIAGNOSIS; CONVOLUTION; DECISION MAKING; DIAGNOSIS; ELECTROCARDIOGRAPHY; HEART; NEURAL NETWORKS; PERSONNEL TRAINING; TESTING;

EID: 85020802670     PISSN: 09507051     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.knosys.2017.06.003     Document Type: Article
Times cited : (303)

References (48)
  • 1
    • 84992385104 scopus 로고    scopus 로고
    • Automated characterization and classification of coronary artery disease and myocardial infarction by decomposition of ECG signals: a comparative study
    • Acharya, U.R., Fujita, H., Adam, M., Lih, O.S., Sudarshan, V.K., Hong, T.J., Koh, J.E.W., Hagiwara, Y., Chua, C.K., Poo, C.K., San, T.R., Automated characterization and classification of coronary artery disease and myocardial infarction by decomposition of ECG signals: a comparative study. Inf. Sci. 377 (2017), 17–29.
    • (2017) Inf. Sci. , vol.377 , pp. 17-29
    • Acharya, U.R.1    Fujita, H.2    Adam, M.3    Lih, O.S.4    Sudarshan, V.K.5    Hong, T.J.6    Koh, J.E.W.7    Hagiwara, Y.8    Chua, C.K.9    Poo, C.K.10    San, T.R.11
  • 2
    • 85017454416 scopus 로고    scopus 로고
    • Automated detection of arrhythmias using different intervals of tachycardia ECG segments with convolutional neural network
    • Acharya, U.R., Fujita, H., Lih, O.S., Hagiwara, Y., Tan, J.H., Adam, M., Automated detection of arrhythmias using different intervals of tachycardia ECG segments with convolutional neural network. Inf. Sci. 405 (2017), 81–90.
    • (2017) Inf. Sci. , vol.405 , pp. 81-90
    • Acharya, U.R.1    Fujita, H.2    Lih, O.S.3    Hagiwara, Y.4    Tan, J.H.5    Adam, M.6
  • 3
    • 14644393667 scopus 로고    scopus 로고
    • Study of heart rate variability signals at sitting and lying postures
    • Acharya, U.R., Kannathal, N., Hua, L.M., Yi, L.M., Study of heart rate variability signals at sitting and lying postures. J. Bodywork Mov. Ther. 9 (2005), 134–141.
    • (2005) J. Bodywork Mov. Ther. , vol.9 , pp. 134-141
    • Acharya, U.R.1    Kannathal, N.2    Hua, L.M.3    Yi, L.M.4
  • 6
    • 84855353573 scopus 로고    scopus 로고
    • Heart disease and stroke statistics – 2016 update, 2016, A Report from the American Heart Association (AHA). Circulation
    • American Heart Association, AHA., Heart disease and stroke statistics – 2016 update, 2016, A Report from the American Heart Association (AHA). Circulation, pp. e2–211.
    • American Heart Association, AHA,1
  • 7
    • 84992401365 scopus 로고    scopus 로고
    • Classification of Coronary Artery Disease Stress ECGs using Uncertainty Modeling
    • IEEE 1-4244-0020-1
    • Arafat, S., Dohrmann, M., Skubic, M., Classification of Coronary Artery Disease Stress ECGs using Uncertainty Modeling. 2005, IEEE 1-4244-0020-1.
    • (2005)
    • Arafat, S.1    Dohrmann, M.2    Skubic, M.3
  • 9
    • 70449527551 scopus 로고    scopus 로고
    • Effects of principle component analysis on assessment of coronary artery diseases using support vector machine
    • Babaoglu, I., Findik, O., Bayrak, M., Effects of principle component analysis on assessment of coronary artery diseases using support vector machine. Elsevier, Expert Syst. Appl. 37 (2010), 2182–2185.
    • (2010) Elsevier, Expert Syst. Appl. , vol.37 , pp. 2182-2185
    • Babaoglu, I.1    Findik, O.2    Bayrak, M.3
  • 10
    • 71349083973 scopus 로고    scopus 로고
    • A comparison of feature selection models utilizing binary particle swarm optimization and genetic algorithm in determining coronary artery disease using support vector machine
    • Babaoglu, I., Findik, O., Ulker, E., A comparison of feature selection models utilizing binary particle swarm optimization and genetic algorithm in determining coronary artery disease using support vector machine. Elsevier, Expert Syst. Appl. 37 (2010), 3177–3183.
    • (2010) Elsevier, Expert Syst. Appl. , vol.37 , pp. 3177-3183
    • Babaoglu, I.1    Findik, O.2    Ulker, E.3
  • 11
    • 84903445363 scopus 로고    scopus 로고
    • Chapter 2: coronary artery disease
    • Springer ISBN
    • Bhatia, S.K., Chapter 2: coronary artery disease. Biomaterials for Clinical Applications, 2010, Springer, 23–49 ISBN: 978-1-4419-6919-4.
    • (2010) Biomaterials for Clinical Applications , pp. 23-49
    • Bhatia, S.K.1
  • 12
    • 80054942638 scopus 로고    scopus 로고
    • The Global Economic Burden of Noncommunicable Diseases
    • Switzerland: World Economic Forum Geneva
    • De, B., Cafiero, E.T., Jane-Llopis, E., et al. The Global Economic Burden of Noncommunicable Diseases. 2013, Switzerland: World Economic Forum, Geneva.
    • (2013)
    • De, B.1    Cafiero, E.T.2    Jane-Llopis, E.3
  • 13
    • 85024887911 scopus 로고    scopus 로고
    • Notes on convolutional neural network
    • Bouvrie J. Notes on convolutional neural network, 2007.
    • (2007)
    • Bouvrie, J.1
  • 14
    • 0004129413 scopus 로고    scopus 로고
    • Coronary artery disease: pathological anatomy and pathogenesis
    • J.T. Willerson J.N. Cohn H.J.J. Wellens D.R. Holmes Jr 3rd ed. Springer London
    • Buja, L.M., McAllister Jr, H.A., Coronary artery disease: pathological anatomy and pathogenesis. Willerson, J.T., Cohn, J.N., Wellens, H.J.J., Holmes, D.R. Jr, (eds.) Cardiovascular Medicine, 3rd ed., 2007, Springer, London, 593–610.
    • (2007) Cardiovascular Medicine , pp. 593-610
    • Buja, L.M.1    McAllister, H.A.2
  • 15
    • 0023248350 scopus 로고
    • The role of coronary artery lesions in ischemic heart disease: insights from recent clinicopathologic, coronary arteriographic, and experimental studies
    • Buja, L.M., Willerson, J.T., The role of coronary artery lesions in ischemic heart disease: insights from recent clinicopathologic, coronary arteriographic, and experimental studies. Hum Pathol. 18 (1987), 451–461.
    • (1987) Hum Pathol. , vol.18 , pp. 451-461
    • Buja, L.M.1    Willerson, J.T.2
  • 16
    • 84977641982 scopus 로고    scopus 로고
    • An efficient automated technique for CAD diagnosis using flexible analytic wavelet transform and entropy features extracted from HRV signals
    • Kumar, M., Pachori, R.B., Acharya, U.R., An efficient automated technique for CAD diagnosis using flexible analytic wavelet transform and entropy features extracted from HRV signals. Expert Systems with Applications 63 (2016), 165–172.
    • (2016) Expert Systems with Applications , vol.63 , pp. 165-172
    • Kumar, M.1    Pachori, R.B.2    Acharya, U.R.3
  • 17
    • 0003922190 scopus 로고    scopus 로고
    • Pattern Classification
    • 2nd ed. John Wiley and Sons New York
    • Duda, R.O., Hart, P.E., Stork, D.G., Pattern Classification. 2nd ed., 2001, John Wiley and Sons, New York.
    • (2001)
    • Duda, R.O.1    Hart, P.E.2    Stork, D.G.3
  • 18
    • 35949018382 scopus 로고
    • Ergodic theory of chaos and strange attractors
    • part 1
    • Eckmann, J.P., Rueller, D., Ergodic theory of chaos and strange attractors. Rev. Mod. Phys. 57:3 (1985), 617–656 part 1.
    • (1985) Rev. Mod. Phys. , vol.57 , Issue.3 , pp. 617-656
    • Eckmann, J.P.1    Rueller, D.2
  • 19
    • 13144284941 scopus 로고    scopus 로고
    • Analysis of cardiac signals using spatial filling index and time-frequency domain
    • Faust, O., Acharya, R., Krishnan, U.S., Min, L., Analysis of cardiac signals using spatial filling index and time-frequency domain. Biomed. Eng. Online 3:1 (2004), 1–30.
    • (2004) Biomed. Eng. Online , vol.3 , Issue.1 , pp. 1-30
    • Faust, O.1    Acharya, R.2    Krishnan, U.S.3    Min, L.4
  • 20
    • 84870060821 scopus 로고    scopus 로고
    • Automated diagnosis of coronary artery disease affected patients using LDA, PCA, ICA and discrete wavelet transform
    • Giri, D., Acharya, U.R., Martis, R.J., Sree, S.V., Lim, T.C., Ahamed, T.V.I., Suri, J.S., Automated diagnosis of coronary artery disease affected patients using LDA, PCA, ICA and discrete wavelet transform. Knowl.-Based syst. 37 (2013), 274–282.
    • (2013) Knowl.-Based syst. , vol.37 , pp. 274-282
    • Giri, D.1    Acharya, U.R.2    Martis, R.J.3    Sree, S.V.4    Lim, T.C.5    Ahamed, T.V.I.6    Suri, J.S.7
  • 21
    • 79951563340 scopus 로고    scopus 로고
    • Understanding the difficulty of training deep feedforward neural networks
    • Glorot, X., Bengio, Y., Understanding the difficulty of training deep feedforward neural networks. Aistats, 2010.
    • (2010) Aistats
    • Glorot, X.1    Bengio, Y.2
  • 23
    • 84973911419 scopus 로고    scopus 로고
    • Developing deep into rectifiers: surpassing human-level performance on image net classification, 1026–1034
    • He K., Zhang X., Ren S., Sun J. Developing deep into rectifiers: surpassing human-level performance on image net classification, 1026–1034, 2015.
    • (2015)
    • He, K.1    Zhang, X.2    Ren, S.3    Sun, J.4
  • 24
    • 0035031393 scopus 로고    scopus 로고
    • Geometrical aspects of the interindividual variability of multilead ECG recordings
    • Hoekema, R., et al. Geometrical aspects of the interindividual variability of multilead ECG recordings. IEEE Trans. Biomed. Eng. 48:5 (2001), 551–559.
    • (2001) IEEE Trans. Biomed. Eng. , vol.48 , Issue.5 , pp. 551-559
    • Hoekema, R.1
  • 25
    • 84959222627 scopus 로고    scopus 로고
    • Some improvements on deep convolutional neural network based image classification
    • Howard, A.G., Some improvements on deep convolutional neural network based image classification. In: arXiv, 1312, 2013, 5402.
    • (2013) In: arXiv , vol.1312 , pp. 5402
    • Howard, A.G.1
  • 27
    • 84928055798 scopus 로고    scopus 로고
    • A study on development pf multi-parameter measure of heart rate variability diagnosing cardiovascular disease
    • Kim, W.S., Jin, S.H., Park, Y.K., Choi, H.M., A study on development pf multi-parameter measure of heart rate variability diagnosing cardiovascular disease. IFMBE Proc. 14 (2007), 3480–3483.
    • (2007) IFMBE Proc. , vol.14 , pp. 3480-3483
    • Kim, W.S.1    Jin, S.H.2    Park, Y.K.3    Choi, H.M.4
  • 28
    • 84962128752 scopus 로고    scopus 로고
    • Real time patient specific ECG classification by 1-D convolutional neural network
    • Kiranyaz, S., Ince, T., Gabbouj, M., Real time patient specific ECG classification by 1-D convolutional neural network. IEEE Trans. Biomed. Eng. 63:3 (2016), 664–675.
    • (2016) IEEE Trans. Biomed. Eng. , vol.63 , Issue.3 , pp. 664-675
    • Kiranyaz, S.1    Ince, T.2    Gabbouj, M.3
  • 30
    • 84984856818 scopus 로고    scopus 로고
    • Characterization of coronary artery disease using flexible analytic wavelet transform applied on ECG signals
    • Kumar, M., Pachori, R.B., Acharya, U.R., Characterization of coronary artery disease using flexible analytic wavelet transform applied on ECG signals. Biomed. Signal Process. Control 31 (2017), 301–308.
    • (2017) Biomed. Signal Process. Control , vol.31 , pp. 301-308
    • Kumar, M.1    Pachori, R.B.2    Acharya, U.R.3
  • 32
    • 38749094159 scopus 로고    scopus 로고
    • Mining Biosignal data: Coronary Artery Disease Diagnosis using Linear and Nonlinear Features of HRV
    • Springer-Verlag Berlin Heidelberg
    • Lee, H.G., Noh, K.Y., Ryu, K.H., Mining Biosignal data: Coronary Artery Disease Diagnosis using Linear and Nonlinear Features of HRV. 2007, Springer-Verlag Berlin Heidelberg, 218–228.
    • (2007) , pp. 218-228
    • Lee, H.G.1    Noh, K.Y.2    Ryu, K.H.3
  • 35
    • 0034956035 scopus 로고    scopus 로고
    • Radial basis function neural network approach for the diagnosis of coronary artery disease based on the standard electrocardiogram exercise test
    • Lewenstein, K., Radial basis function neural network approach for the diagnosis of coronary artery disease based on the standard electrocardiogram exercise test. Med. Biological Eng. Comput. 39 (2001), 1–6.
    • (2001) Med. Biological Eng. Comput. , vol.39 , pp. 1-6
    • Lewenstein, K.1
  • 36
    • 33845338724 scopus 로고    scopus 로고
    • Projections of global mortality and burden of disease
    • e422
    • Mathers, C.D., Loncar, D., Projections of global mortality and burden of disease. PloS Med 3:11 (2006), 2002–2030, 10.1371/journal.pmed.0030442 e422.
    • (2006) PloS Med , vol.3 , Issue.11 , pp. 2002-2030
    • Mathers, C.D.1    Loncar, D.2
  • 37
    • 84859802214 scopus 로고    scopus 로고
    • Global Status Report on Non-Communicable Diseases
    • World Health Organization, 2014
    • Mendis, S., et al. Global Status Report on Non-Communicable Diseases., 2014 World Health Organization, 2014.
    • (2014)
    • Mendis, S.1
  • 38
    • 84928086715 scopus 로고    scopus 로고
    • Automated diagnosis of coronary artery disease using Tunable-Q wavelet transform applied on heart rate signals
    • Patidar, S., Pachori, R.B., Acharya, U.R., Automated diagnosis of coronary artery disease using Tunable-Q wavelet transform applied on heart rate signals. Knowl.-Based Syst. 82 (2015), 1–10.
    • (2015) Knowl.-Based Syst. , vol.82 , pp. 1-10
    • Patidar, S.1    Pachori, R.B.2    Acharya, U.R.3
  • 39
    • 0023872029 scopus 로고
    • Detection of coronary artery disease from the normal resting ECG using nonlinear mathematical transformation
    • Schreck, D.M., Ng, L., Schreck, B.S., Bosco, S.F., Allegra, J.R., Zacharias, D., Wortzel, J.V., Detection of coronary artery disease from the normal resting ECG using nonlinear mathematical transformation. Annals Emerg. Med. 17 (1988), 132–134.
    • (1988) Annals Emerg. Med. , vol.17 , pp. 132-134
    • Schreck, D.M.1    Ng, L.2    Schreck, B.S.3    Bosco, S.F.4    Allegra, J.R.5    Zacharias, D.6    Wortzel, J.V.7
  • 40
    • 33646153511 scopus 로고    scopus 로고
    • Optimal selection of wavelet basis function applied to ECG signal denoising
    • Singh, B.N., Tiwari, A., Optimal selection of wavelet basis function applied to ECG signal denoising. Digit. Signal Process. 16:3 (2006), 275–287.
    • (2006) Digit. Signal Process. , vol.16 , Issue.3 , pp. 275-287
    • Singh, B.N.1    Tiwari, A.2
  • 41
    • 84976237984 scopus 로고    scopus 로고
    • Application of empirical mode decomposition-based features for analysis of normal and CAD heart rate signals
    • Sood, S., Kumar, M., Pachori, R.M., Acharya, U.R., Application of empirical mode decomposition-based features for analysis of normal and CAD heart rate signals. J. Mech. Med. Biol., 16(1), 2016.
    • (2016) J. Mech. Med. Biol. , vol.16 , Issue.1
    • Sood, S.1    Kumar, M.2    Pachori, R.M.3    Acharya, U.R.4
  • 42
    • 67649946485 scopus 로고    scopus 로고
    • A review of the cost of cardiovascular disease
    • Tarride, J.E., Lim, M., DesMeules, M., et al. A review of the cost of cardiovascular disease. Can J Cardiol. 25 (2009), e195–e202.
    • (2009) Can J Cardiol. , vol.25 , pp. e195-e202
    • Tarride, J.E.1    Lim, M.2    DesMeules, M.3
  • 45
    • 85024918286 scopus 로고
    • Ischemic Heart Disease Clinical and Pathophysiological Aspects
    • New York Raven
    • Willer, J.T., Hillis, L.D., Buja, L.M., Ischemic Heart Disease Clinical and Pathophysiological Aspects. 1982, New York, Raven.
    • (1982)
    • Willer, J.T.1    Hillis, L.D.2    Buja, L.M.3
  • 46
    • 84937561739 scopus 로고    scopus 로고
    • Global Health Estimates: Deaths by Cause, Age, Sex and Country
    • WHO Geneva
    • Organization, W.H., Global Health Estimates: Deaths by Cause, Age, Sex and Country. 2014, WHO, Geneva, 2000–2012.
    • (2014) , pp. 2000-2012
    • Organization, W.H.1
  • 47
    • 82455210619 scopus 로고    scopus 로고
    • A novel method of diagnosing coronary heart disease by analyzing ECG signals combined with motion activity
    • China Beijing September 18-21
    • Yin, L., Chen, Y., Ji, W., A novel method of diagnosing coronary heart disease by analyzing ECG signals combined with motion activity. IEEE International workshop on machine learning for signal processing, 2011, China, Beijing September 18-21.
    • (2011) IEEE International workshop on machine learning for signal processing
    • Yin, L.1    Chen, Y.2    Ji, W.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.