메뉴 건너뛰기




Volumn 9, Issue 1, 2009, Pages 330-340

In search of an optimization technique for Artificial Neural Network to classify abnormal heart sounds

Author keywords

ANN; Classification of heart diseases; F Ratio; Optimization; Phonocardiogram; Pruning; QRcp; SVD

Indexed keywords

BACKPROPAGATION; DATA STRUCTURES; IMAGE CLASSIFICATION; NETWORK PROTOCOLS; OPTIMIZATION; POWDERS; SENSOR NETWORKS; SINGULAR VALUE DECOMPOSITION; STRUCTURAL DESIGN; STRUCTURAL OPTIMIZATION;

EID: 53749093363     PISSN: 15684946     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.asoc.2008.04.010     Document Type: Article
Times cited : (43)

References (31)
  • 2
    • 0029912584 scopus 로고    scopus 로고
    • Cardiac auscultation: a glorious past-but does it have a future?
    • Tavel M.E. Cardiac auscultation: a glorious past-but does it have a future?. Circulation 93 (1996) 1250-1253
    • (1996) Circulation , vol.93 , pp. 1250-1253
    • Tavel, M.E.1
  • 3
    • 0037326231 scopus 로고    scopus 로고
    • Echocardiography or auscultation? How to evaluate systolic murmurs?
    • Shub C. Echocardiography or auscultation? How to evaluate systolic murmurs?. Canadian Family Physician 49 (2003) 163-167
    • (2003) Canadian Family Physician , vol.49 , pp. 163-167
    • Shub, C.1
  • 4
    • 0030928107 scopus 로고    scopus 로고
    • Cardiac auscultatory skills of internal medicine and family practice trainees
    • Mangione S., and Nieman L. Cardiac auscultatory skills of internal medicine and family practice trainees. Journal of the American Medical Association 278 (1997) 717-722
    • (1997) Journal of the American Medical Association , vol.278 , pp. 717-722
    • Mangione, S.1    Nieman, L.2
  • 5
    • 0029493560 scopus 로고
    • Digital signal processing of the phonocardiogram: review of the most recent advancements
    • Durand L.G., and Pibarot P. Digital signal processing of the phonocardiogram: review of the most recent advancements. Critical Reviews in Biomedical Engineering 22 3/4 (1995) 163-219
    • (1995) Critical Reviews in Biomedical Engineering , vol.22 , Issue.3-4 , pp. 163-219
    • Durand, L.G.1    Pibarot, P.2
  • 8
    • 1542345144 scopus 로고    scopus 로고
    • IEEE Press/John Willy & Sons Inc. pp. 34-38 (Chapter 1)
    • Rangayyan R.M. Biomedical Signal Analysis (2002), IEEE Press/John Willy & Sons Inc. pp. 34-38 (Chapter 1)
    • (2002) Biomedical Signal Analysis
    • Rangayyan, R.M.1
  • 9
    • 0034429150 scopus 로고    scopus 로고
    • Analysis and classification of heart sounds and murmurs based on the instantaneous energy and frequency estimations
    • Sharif Z., Zainal M.S., Sha'ameri A.Z., and Salleh S.H.S. Analysis and classification of heart sounds and murmurs based on the instantaneous energy and frequency estimations. Proceedings of the TENCON 2000, vol. 2 (September 2000) 130-134
    • (2000) Proceedings of the TENCON 2000, vol. 2 , pp. 130-134
    • Sharif, Z.1    Zainal, M.S.2    Sha'ameri, A.Z.3    Salleh, S.H.S.4
  • 10
    • 0029239655 scopus 로고
    • Neural network assisted cardiac auscultation
    • Cathers I. Neural network assisted cardiac auscultation. Artificial Intelligence in Medicine 7 (1995) 53-66
    • (1995) Artificial Intelligence in Medicine , vol.7 , pp. 53-66
    • Cathers, I.1
  • 11
    • 0037233261 scopus 로고    scopus 로고
    • Classification of heart sounds using an artificial neural network
    • Ölmez T., and Dokur Z. Classification of heart sounds using an artificial neural network. Pattern Recognition Letters 24 (2003) 617-629
    • (2003) Pattern Recognition Letters , vol.24 , pp. 617-629
    • Ölmez, T.1    Dokur, Z.2
  • 17
    • 85044455282 scopus 로고    scopus 로고
    • Comparison between the short time Fourier and wavelet transform for feature extraction of heart sounds
    • Lee J.J., Lee S.M., Kim I.Y., Min H.K., and Hong S.H. Comparison between the short time Fourier and wavelet transform for feature extraction of heart sounds. Proceedings of the IEEE TENCON'99 (1999) 1547-1550
    • (1999) Proceedings of the IEEE TENCON'99 , pp. 1547-1550
    • Lee, J.J.1    Lee, S.M.2    Kim, I.Y.3    Min, H.K.4    Hong, S.H.5
  • 18
    • 33846626091 scopus 로고    scopus 로고
    • Time-frequency analysis of the first and the second heartbeat sounds
    • Debbal S.M., and Bereksi-Reguig F. Time-frequency analysis of the first and the second heartbeat sounds. Applied Mathematics and Computation 184 2 (2007) 1041-1052
    • (2007) Applied Mathematics and Computation , vol.184 , Issue.2 , pp. 1041-1052
    • Debbal, S.M.1    Bereksi-Reguig, F.2
  • 19
    • 0033078656 scopus 로고    scopus 로고
    • On robust nonlinear modelling of a complex process with large number of inputs using m-QRcp factorization and Cp statistics
    • Kanjilal P.P., Saha G., and Koickal T.J. On robust nonlinear modelling of a complex process with large number of inputs using m-QRcp factorization and Cp statistics. IEEE Transaction on Systems, Man and Cybernetics 29 (1999) 1-12
    • (1999) IEEE Transaction on Systems, Man and Cybernetics , vol.29 , pp. 1-12
    • Kanjilal, P.P.1    Saha, G.2    Koickal, T.J.3
  • 20
    • 53749105093 scopus 로고    scopus 로고
    • In search of an SVD and QRcp based optimization technique of ANN for automatic classification of abnormal heart sounds
    • Ari S., and Saha G. In search of an SVD and QRcp based optimization technique of ANN for automatic classification of abnormal heart sounds. International Journal of Biomedical Sciences 2 1 (2007) 1-9
    • (2007) International Journal of Biomedical Sciences , vol.2 , Issue.1 , pp. 1-9
    • Ari, S.1    Saha, G.2
  • 21
    • 0032674833 scopus 로고    scopus 로고
    • A formal selection and pruning algorithm for feedforward artificial neural network optimization
    • Ponnapalli P.V.S., Ho K.C., and Thomson M. A formal selection and pruning algorithm for feedforward artificial neural network optimization. IEEE Transaction on Neural Networks 10 4 (1999) 964-968
    • (1999) IEEE Transaction on Neural Networks , vol.10 , Issue.4 , pp. 964-968
    • Ponnapalli, P.V.S.1    Ho, K.C.2    Thomson, M.3
  • 22
  • 24
    • 38249012552 scopus 로고
    • Dimensionality reduction of the enhanced feature set for the HMM-based speech recognizer
    • Paliwal K.K. Dimensionality reduction of the enhanced feature set for the HMM-based speech recognizer. Digital Signal Processing 2 (1992) 157-173
    • (1992) Digital Signal Processing , vol.2 , pp. 157-173
    • Paliwal, K.K.1
  • 25
    • 0141865701 scopus 로고    scopus 로고
    • Reduced feature-set based parallel CHMM speech recognition systems
    • Abdulla W.H., and Kasabov N. Reduced feature-set based parallel CHMM speech recognition systems. Information Sciences 156 (2003) 21-38
    • (2003) Information Sciences , vol.156 , pp. 21-38
    • Abdulla, W.H.1    Kasabov, N.2
  • 26
    • 0031233424 scopus 로고    scopus 로고
    • Speaker recognition: a tutorial
    • Campbell J.P. Speaker recognition: a tutorial. Proceedings of the IEEE 85 9 (1997) 1437-1462
    • (1997) Proceedings of the IEEE , vol.85 , Issue.9 , pp. 1437-1462
    • Campbell, J.P.1
  • 31
    • 0025447562 scopus 로고
    • A simple procedure for pruning back-propagation trained neural networks
    • Karnin E.D. A simple procedure for pruning back-propagation trained neural networks. IEEE Transaction on Neural Networks 1 2 (1990) 239-242
    • (1990) IEEE Transaction on Neural Networks , vol.1 , Issue.2 , pp. 239-242
    • Karnin, E.D.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.