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Volumn 35, Issue 4, 2008, Pages 1679-1687

Detection of valvular heart disorders using wavelet packet decomposition and support vector machine

Author keywords

Aortic and mitral VHDs; Support vector machine (SVM) classifier; Valvular heart disorder (VHD) detection; Wavelet packet (WP) decomposition; WP energy (WPE)

Indexed keywords

IMAGE RETRIEVAL; LEARNING SYSTEMS; PORT TERMINALS; SIGNAL DETECTION; STANDARDS; VECTORS; WAVELET DECOMPOSITION;

EID: 48749085152     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2007.08.078     Document Type: Article
Times cited : (69)

References (38)
  • 1
    • 0028731978 scopus 로고
    • Automated noninvasive detection of coronary artery disease using wavelet-based neural networks
    • Akay M. Automated noninvasive detection of coronary artery disease using wavelet-based neural networks. Intelligent Engineering System Artificial Neural Network l4 (1994) 517-522
    • (1994) Intelligent Engineering System Artificial Neural Network , vol.l4 , pp. 517-522
    • Akay, M.1
  • 2
    • 48749103804 scopus 로고    scopus 로고
    • Akay, M., Akay, Y.M., & Welkowitz, W. (1992). Neural networks for the diagnosis of coronary artery disease. In Proceedings of the international joint conference on neural networks (IJCNN'92), Vol. 2. Baltimore, MD, USA, pp. 419-424.
    • Akay, M., Akay, Y.M., & Welkowitz, W. (1992). Neural networks for the diagnosis of coronary artery disease. In Proceedings of the international joint conference on neural networks (IJCNN'92), Vol. 2. Baltimore, MD, USA, pp. 419-424.
  • 3
    • 33750479828 scopus 로고    scopus 로고
    • A new optimum feature extraction and classification method for speaker recognition: GWPNN
    • Avci E. A new optimum feature extraction and classification method for speaker recognition: GWPNN. Expert Systems with Applications 32 2 (2007) 485-498
    • (2007) Expert Systems with Applications , vol.32 , Issue.2 , pp. 485-498
    • Avci, E.1
  • 4
    • 33744799021 scopus 로고    scopus 로고
    • Speech recognition using a wavelet packet adaptive network based fuzzy inference system
    • Avci E., and Akpolat Z.H. Speech recognition using a wavelet packet adaptive network based fuzzy inference system. Expert Systems with Applications 31 3 (2006) 495-503
    • (2006) Expert Systems with Applications , vol.31 , Issue.3 , pp. 495-503
    • Avci, E.1    Akpolat, Z.H.2
  • 5
    • 16244372741 scopus 로고    scopus 로고
    • Intelligent target recognition based on wavelet packet neural network
    • Avci E., Turkoglu I., and Poyraz M. Intelligent target recognition based on wavelet packet neural network. Expert Systems with Applications 29 1 (2005) 175-182
    • (2005) Expert Systems with Applications , vol.29 , Issue.1 , pp. 175-182
    • Avci, E.1    Turkoglu, I.2    Poyraz, M.3
  • 6
    • 33846449094 scopus 로고    scopus 로고
    • Optimal selection of wavelet-packet-based features using genetic algorithm in pathological assessment of patients' speech signal with unilateral vocal fold paralysis
    • Benroozmand R., and Almasganj F. Optimal selection of wavelet-packet-based features using genetic algorithm in pathological assessment of patients' speech signal with unilateral vocal fold paralysis. Computers in Biology and Medicine 37 4 (2007) 474-485
    • (2007) Computers in Biology and Medicine , vol.37 , Issue.4 , pp. 474-485
    • Benroozmand, R.1    Almasganj, F.2
  • 7
  • 9
    • 33846438201 scopus 로고    scopus 로고
    • Comparison of FCM, PCA and WT techniques for classification ECG arrhythmias using artificial neural network
    • Ceylan R., and Özbay Y. Comparison of FCM, PCA and WT techniques for classification ECG arrhythmias using artificial neural network. Expert Systems with Applications 33 2 (2007) 286-295
    • (2007) Expert Systems with Applications , vol.33 , Issue.2 , pp. 286-295
    • Ceylan, R.1    Özbay, Y.2
  • 10
    • 33645295495 scopus 로고    scopus 로고
    • Choi, S., & Jiang, Z. (2005). Development of wireless heart sound acquisition system for screening heart valvular disorder. In Proceedings of international conference on instrumentation, control and information technology (SICE 2005), Okayama, Japan. pp. 3771-3776.
    • Choi, S., & Jiang, Z. (2005). Development of wireless heart sound acquisition system for screening heart valvular disorder. In Proceedings of international conference on instrumentation, control and information technology (SICE 2005), Okayama, Japan. pp. 3771-3776.
  • 11
    • 36148991469 scopus 로고    scopus 로고
    • Comparison of envelope extraction algorithms for cardiac sound signal segmentation
    • Choi S., and Jiang Z. Comparison of envelope extraction algorithms for cardiac sound signal segmentation. Expert Systems with Applications 34 2 (2008) 1056-1069
    • (2008) Expert Systems with Applications , vol.34 , Issue.2 , pp. 1056-1069
    • Choi, S.1    Jiang, Z.2
  • 12
    • 0000186542 scopus 로고
    • Wavelet analysis and signal processing
    • Ruskai M.B., Beylkin G., Caoifman R.R., Daubechies I., Mallat S., Meyer Y., et al. (Eds), Jones and Bartlett, Boston
    • Coifman R.R., Meyer Y., and Wickerhauser M.V. Wavelet analysis and signal processing. In: Ruskai M.B., Beylkin G., Caoifman R.R., Daubechies I., Mallat S., Meyer Y., et al. (Eds). Wavelets and their applications (1992), Jones and Bartlett, Boston 153-178
    • (1992) Wavelets and their applications , pp. 153-178
    • Coifman, R.R.1    Meyer, Y.2    Wickerhauser, M.V.3
  • 14
    • 33750455785 scopus 로고    scopus 로고
    • A new medical decision making system: Least square support vector machine (LSSVM) with Fuzzy Weighting Pre-processing
    • Çomak E., Polat K., Güneş S., and Arslan A. A new medical decision making system: Least square support vector machine (LSSVM) with Fuzzy Weighting Pre-processing. Expert Systems with Applications 32 2 (2007) 409-414
    • (2007) Expert Systems with Applications , vol.32 , Issue.2 , pp. 409-414
    • Çomak, E.1    Polat, K.2    Güneş, S.3    Arslan, A.4
  • 15
    • 34249753618 scopus 로고
    • Support vector networks
    • Cortes C., and Vapnik V. Support vector networks. Machine Learning 20 3 (1995) 273-297
    • (1995) Machine Learning , vol.20 , Issue.3 , pp. 273-297
    • Cortes, C.1    Vapnik, V.2
  • 17
    • 0021342343 scopus 로고
    • A study of the first heart sound spectra in normal anesthetized cats: possible origins and chest wall influences
    • Fazzalari N.L., Mazumdar J., Ghista D.N., Allen D.G., and Bruin H. A study of the first heart sound spectra in normal anesthetized cats: possible origins and chest wall influences. Canadian Journal of Comparative Medicine 48 1 (1984) 30-34
    • (1984) Canadian Journal of Comparative Medicine , vol.48 , Issue.1 , pp. 30-34
    • Fazzalari, N.L.1    Mazumdar, J.2    Ghista, D.N.3    Allen, D.G.4    Bruin, H.5
  • 20
    • 33748076461 scopus 로고    scopus 로고
    • A GA-based feature selection and parameters optimization for support vector machines
    • Huang C.-L., and Wang C.-J. A GA-based feature selection and parameters optimization for support vector machines. Expert Systems with Applications 31 2 (2006) 231-240
    • (2006) Expert Systems with Applications , vol.31 , Issue.2 , pp. 231-240
    • Huang, C.-L.1    Wang, C.-J.2
  • 22
    • 33646158448 scopus 로고    scopus 로고
    • A cardiac sound characteristic waveform method for in-home heart disorder monitoring with electric stethoscope
    • Jiang Z., and Choi S. A cardiac sound characteristic waveform method for in-home heart disorder monitoring with electric stethoscope. Expert Systems with Applications 31 2 (2006) 286-298
    • (2006) Expert Systems with Applications , vol.31 , Issue.2 , pp. 286-298
    • Jiang, Z.1    Choi, S.2
  • 23
    • 0028996205 scopus 로고    scopus 로고
    • Kanai, H. (1995). A time-varying AR modeling of heart wall vibration. In Proceedings of IEEE international conference acoustic speech signal processing, Vol. 2. Detroit, USA. pp. 941-944.
    • Kanai, H. (1995). A time-varying AR modeling of heart wall vibration. In Proceedings of IEEE international conference acoustic speech signal processing, Vol. 2. Detroit, USA. pp. 941-944.
  • 24
    • 33751079650 scopus 로고    scopus 로고
    • A system to diagnose atherosclerosis via wavelet transforms, principal component analysis and artificial neural networks
    • Kara S., and Dirgenali F. A system to diagnose atherosclerosis via wavelet transforms, principal component analysis and artificial neural networks. Expert Systems with Applications 32 2 (2007) 632-640
    • (2007) Expert Systems with Applications , vol.32 , Issue.2 , pp. 632-640
    • Kara, S.1    Dirgenali, F.2
  • 25
    • 0031355521 scopus 로고    scopus 로고
    • Heart sound segmentation algorithm based on heart sound envelogram
    • Liang H., Lukkarinen S., and Hartime I. Heart sound segmentation algorithm based on heart sound envelogram. Computers in Cardiology 24 (1997) 105-108
    • (1997) Computers in Cardiology , vol.24 , pp. 105-108
    • Liang, H.1    Lukkarinen, S.2    Hartime, I.3
  • 26
    • 28344452428 scopus 로고    scopus 로고
    • Martínez-Alajarín, J., & Ruiz-Merino, R. (2005). Efficient method for events detection in phonocardiographic signals. In Proceedings of SPIE, Vol. 5839. pp. 398-409.
    • Martínez-Alajarín, J., & Ruiz-Merino, R. (2005). Efficient method for events detection in phonocardiographic signals. In Proceedings of SPIE, Vol. 5839. pp. 398-409.
  • 27
    • 34248592215 scopus 로고    scopus 로고
    • A cascade learning system for classification of diabetes disease: Generalized discriminant analysis and least square support vector machine
    • Polat K., Güneş S., and Arslan A. A cascade learning system for classification of diabetes disease: Generalized discriminant analysis and least square support vector machine. Expert Systems with Applications 34 1 (2008) 482-487
    • (2008) Expert Systems with Applications , vol.34 , Issue.1 , pp. 482-487
    • Polat, K.1    Güneş, S.2    Arslan, A.3
  • 29
    • 33750428171 scopus 로고    scopus 로고
    • Wavelet packet neural networks for texture classification
    • Sengur A., Turkoglu I., and Ince M.C. Wavelet packet neural networks for texture classification. Expert Systems with Applications 32 2 (2007) 527-533
    • (2007) Expert Systems with Applications , vol.32 , Issue.2 , pp. 527-533
    • Sengur, A.1    Turkoglu, I.2    Ince, M.C.3
  • 30
    • 34248566911 scopus 로고    scopus 로고
    • Feature selection for the SVM: An application to hypertension diagnosis
    • Su C.-T., and Yang C.-H. Feature selection for the SVM: An application to hypertension diagnosis. Expert Systems with Applications 34 1 (2008) 754-763
    • (2008) Expert Systems with Applications , vol.34 , Issue.1 , pp. 754-763
    • Su, C.-T.1    Yang, C.-H.2
  • 31
    • 33751396389 scopus 로고    scopus 로고
    • EEG signal classification using wavelet feature extraction and a mixture of expert model
    • Subasi A. EEG signal classification using wavelet feature extraction and a mixture of expert model. Expert Systems with Applications 32 4 (2007) 1084-1093
    • (2007) Expert Systems with Applications , vol.32 , Issue.4 , pp. 1084-1093
    • Subasi, A.1
  • 32
    • 34248664072 scopus 로고    scopus 로고
    • Enhancement of time-frequency properties of ECG for detecting micropotentials by wavelet transform based method
    • Tirtom H., Engin M., and Engin E.Z. Enhancement of time-frequency properties of ECG for detecting micropotentials by wavelet transform based method. Expert Systems with Applications 34 1 (2008) 746-753
    • (2008) Expert Systems with Applications , vol.34 , Issue.1 , pp. 746-753
    • Tirtom, H.1    Engin, M.2    Engin, E.Z.3
  • 33
    • 0036776528 scopus 로고    scopus 로고
    • An expert system for diagnosis of the heart valve diseases
    • Turkoglu I., Arslan A., and Ilkay E. An expert system for diagnosis of the heart valve diseases. Expert Systems with Applications 23 3 (2002) 229-236
    • (2002) Expert Systems with Applications , vol.23 , Issue.3 , pp. 229-236
    • Turkoglu, I.1    Arslan, A.2    Ilkay, E.3
  • 35
    • 0028996627 scopus 로고    scopus 로고
    • Wu, C.-H., Lo, C.-W., & Wang, J.-F. (1995). Computer-aided analysis and classification of heart sounds based on neural networks and time analysis. In Proceedings of IEEE international conference acoustic speech signal processing. (IEEE ICASSP'95), pp. 3455-3458.
    • Wu, C.-H., Lo, C.-W., & Wang, J.-F. (1995). Computer-aided analysis and classification of heart sounds based on neural networks and time analysis. In Proceedings of IEEE international conference acoustic speech signal processing. (IEEE ICASSP'95), pp. 3455-3458.
  • 36
    • 33751068050 scopus 로고    scopus 로고
    • A real-valued genetic algorithm to optimize the parameters of support vector machine for predicting bankruptcy
    • Wu C.-H., Tzeng G.-H., Goo Y.-J., and Fang W.-C. A real-valued genetic algorithm to optimize the parameters of support vector machine for predicting bankruptcy. Expert Systems with Applications 32 2 (2007) 397-408
    • (2007) Expert Systems with Applications , vol.32 , Issue.2 , pp. 397-408
    • Wu, C.-H.1    Tzeng, G.-H.2    Goo, Y.-J.3    Fang, W.-C.4
  • 38
    • 33750453728 scopus 로고    scopus 로고
    • Clustering support vector machines for protein local structure prediction
    • Zhong W., He J., Harrison R., Tai P.C., and Pan Y. Clustering support vector machines for protein local structure prediction. Expert Systems with Applications 32 2 (2007) 518-526
    • (2007) Expert Systems with Applications , vol.32 , Issue.2 , pp. 518-526
    • Zhong, W.1    He, J.2    Harrison, R.3    Tai, P.C.4    Pan, Y.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.