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Volumn 50, Issue 7, 2012, Pages 759-768

Signal feature extraction by multi-scale PCA and its application to respiratory sound classification

Author keywords

Multi scale principal component analysis; Respiratory sound; Signal classification; Signal variability

Indexed keywords

ADVENTITIOUS SOUNDS; CLASSIFICATION METHODS; FEATURE EXTRACTION METHODS; FOURIER; HIGH DIMENSIONAL FEATURE; MULTI SCALE ANALYSIS; MULTI-SCALE PRINCIPAL COMPONENT ANALYSIS; MULTISCALES; POWER-SPECTRA; RESPIRATORY SOUNDS; SIGNAL CLASSIFICATION; SIGNAL DIMENSIONS; SIGNAL ENHANCEMENT; SIGNAL VARIABILITY;

EID: 84864363347     PISSN: 01400118     EISSN: None     Source Type: Journal    
DOI: 10.1007/s11517-012-0903-y     Document Type: Article
Times cited : (41)

References (28)
  • 1
    • 77649233182 scopus 로고    scopus 로고
    • Utilizing wavelet transform and support vector machine for detection of the paradoxical splitting in the second heart sound
    • Al-Naami B, Al-Nabulsi J, Amasha H, Torry J (2010) Utilizing wavelet transform and support vector machine for detection of the paradoxical splitting in the second heart sound. Med Biol Eng Comput 48:177-184
    • (2010) Med Biol Eng Comput , vol.48 , pp. 177-184
    • Al-Naami, B.1    Al-Nabulsi, J.2    Amasha, H.3    Torry, J.4
  • 2
    • 33644673645 scopus 로고    scopus 로고
    • Multivariate denoising using wavelets and principal component analysis
    • DOI 10.1016/j.csda.2004.12.010, PII S0167947304004025, Statistical Signal Extracting and Filtering
    • Aminghafari M, Cheze N, Poggi JM (2006) Multivariate denoising using wavelets and principal component analysis. Comput Stat Data Anal 50:2381-2398 (Pubitemid 43328678)
    • (2006) Computational Statistics and Data Analysis , vol.50 , Issue.9 , pp. 2381-2398
    • Aminghafari, M.1    Cheze, N.2    Poggi, J.-M.3
  • 3
    • 68049095980 scopus 로고    scopus 로고
    • Pattern recognition methods applied to respiratory sounds classification into normal and wheeze classes
    • Bahoura M (2009) Pattern recognition methods applied to respiratory sounds classification into normal and wheeze classes. Comput Biol Med 39:824-843
    • (2009) Comput Biol Med , vol.39 , pp. 824-843
    • Bahoura, M.1
  • 5
    • 0032118892 scopus 로고    scopus 로고
    • Multiscale pca with application to mspc monitoring
    • Bakshi B (1998) Multiscale pca with application to mspc monitoring. AIChE J 44:1596-1610
    • (1998) AIChE J , vol.44 , pp. 1596-1610
    • Bakshi, B.1
  • 6
    • 0000307067 scopus 로고    scopus 로고
    • Multiscale analysis and modeling using wavelets
    • 415-434
    • Bakshi B (1999) Multiscale analysis and modeling using wavelets. J Chemometrics 13:34, 415-434
    • (1999) J Chemometrics , vol.13 , pp. 34
    • Bakshi, B.1
  • 9
    • 0036053481 scopus 로고    scopus 로고
    • Classifying coronary dysfunction using neural networks through cardiovascular auscultation
    • Folland R, Hines E, Boilot P, Morgan D (2002) Classifying coronary dysfunction using neural networks through cardiovascular auscultation. Med Biol Eng Comput 40:339-343
    • (2002) Med Biol Eng Comput , vol.40 , pp. 339-343
    • Folland, R.1    Hines, E.2    Boilot, P.3    Morgan, D.4
  • 10
    • 0017847960 scopus 로고
    • The functional basis of pulmonary sounds
    • Forgacs P (1978) The functional basis of pulmonary sounds. Chest 73(3):399
    • (1978) Chest , vol.73 , Issue.3 , pp. 399
    • Forgacs, P.1
  • 11
    • 0020535120 scopus 로고
    • Crackles: Recording, analysis and clinical significance
    • Fredberg JJ, Holford SK (1983) Crackles: recording, analysis and clinical significance. J Acoust Soc Am 73:1036-1046
    • (1983) J Acoust Soc Am , vol.73 , pp. 1036-1046
    • Fredberg, J.J.1    Holford, S.K.2
  • 12
    • 0346887207 scopus 로고    scopus 로고
    • Time-frequency detection and analysis of wheezes during forced exhalation
    • Homs-Corbera A, Fiz JA, Morera J, Jané R (2005) Time-frequency detection and analysis of wheezes during forced exhalation. IEEE Trans Biomed Eng 51(1):182-186
    • (2005) IEEE Trans Biomed Eng , vol.51 , Issue.1 , pp. 182-186
    • Homs-Corbera, A.1    Fiz, J.A.2    Morera, J.3    Jané, R.4
  • 13
    • 80054847827 scopus 로고    scopus 로고
    • Adventitious sounds identification and extraction using temporal-spectral dominance based features
    • (in press)
    • Jin F, Krishnan S, Sattar F (2011) Adventitious sounds identification and extraction using temporal-spectral dominance based features. IEEE Trans Biomed Eng (in press)
    • (2011) IEEE Trans Biomed Eng
    • Jin, F.1    Krishnan, S.2    Sattar, F.3
  • 17
    • 0000325341 scopus 로고
    • On lines and planes of closest fit to systems of points in space
    • Pearson K
    • Pearson K (1901) On lines and planes of closest fit to systems of points in space. Phil Mag 6(2):559-572
    • (1901) Phil Mag , vol.6 , Issue.2 , pp. 559-572
  • 19
    • 0028807991 scopus 로고
    • Crackles: Recording, analysis and clinical significance
    • Piirilä P, Sovijärvi ARA (1995) Crackles: recording, analysis and clinical significance. Eur Respir J 8:2139-2148
    • (1995) Eur Respir J , vol.8 , pp. 2139-2148
    • Piirilä, P.1    Sovijärvi, A.R.A.2
  • 20
    • 20444477551 scopus 로고    scopus 로고
    • A SVM-based method for face recognition using a wavelet-PCA representation of faces
    • 2004 International Conference on Image Processing, ICIP 2004
    • Safari M, Harandi MT, Araabi BN (2004) A svm based method for face recognition using a wavelet pca representation of faces. In: International conference on image processing, 2004. ICIP'04, vol 2, pp 853-856 (Pubitemid 40820168)
    • (2004) Proceedings - International Conference on Image Processing, ICIP , vol.5 , pp. 853-856
    • Safari, M.1    Harandi, M.T.2    Araabi, B.N.3
  • 21
    • 0028266988 scopus 로고
    • Comparison of AR-based algorithms for respiratory sounds classification
    • DOI 10.1016/0010-4825(94)90038-8
    • Sankur B, Kahya YP, Guler EC, Engin T (1994) Comparison of AR-based algorithms for respiratory sounds classification. Comput Biol Med 24(1):67-76 (Pubitemid 24115122)
    • (1994) Computers in Biology and Medicine , vol.24 , Issue.1 , pp. 67-76
    • Sankur, B.1    Kahya, Y.P.2    Gulert, E.C.3    Engin, T.4
  • 22
    • 46449137198 scopus 로고    scopus 로고
    • Standardization of computerized respiratory sound analysis
    • Sovijärvi ARA, Vanderschoot J, Eavis JR (2000) Standardization of computerized respiratory sound analysis. Eur Respir Rev 10(77):585-649
    • (2000) Eur Respir Rev , vol.10 , Issue.77 , pp. 585-649
    • Ara, S.1    Vanderschoot, J.2    Eavis, J.R.3
  • 23
    • 34250878990 scopus 로고    scopus 로고
    • Wheeze detection based on time-frequency analysis of breath sounds
    • DOI 10.1016/j.compbiomed.2006.09.007, PII S0010482506001740
    • Taplidou SA, Hadjileontiadis LJ (2007) Wheeze detection based on time-frequency analysis of breath sounds. Comput Biol Med 37:1073-1083 (Pubitemid 46990377)
    • (2007) Computers in Biology and Medicine , vol.37 , Issue.8 , pp. 1073-1083
    • Taplidou, S.A.1    Hadjileontiadis, L.J.2
  • 28
    • 77952708588 scopus 로고    scopus 로고
    • A comparative study of noise effect on wavelet based de-nosing methods
    • Xie S, Lio P, Lawniczak AT (2009) A comparative study of noise effect on wavelet based de-nosing methods. In: Proceedings of IEEE TIC-STH, pp 991-999
    • (2009) Proceedings of IEEE TIC-STH , pp. 991-999
    • Xie, S.1    Lio, P.2    Lawniczak, A.T.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.