Classifying respiratory sounds with different feature sets

Annual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings

Volumn , Issue , 2006, Pages 2856-2859

  Kahya, Yasemin P ^a   Yeginer, Mete ^a   Bilgic, Bora ^a  

^a BOGAZICI UNIVERSITY   (Turkey)

Author keywords

ANN classifiers; AR parameters; Classification; Crackle parameters; k NN classifiers; Respiratory sounds; Wavelet coefficients

Indexed keywords

ACOUSTIC WAVES; BIOLOGICAL ORGANS; CLASSIFICATION (OF INFORMATION); NEURAL NETWORKS; PARAMETER ESTIMATION; PATHOLOGY;

CRACKLE PARAMETERS; K-NN CLASSIFIERS; RESPIRATORY SOUNDS; WAVELET COEFFICIENTS;

RESPIRATORY SYSTEM;

ABNORMAL RESPIRATORY SOUND; ALGORITHM; ARTICLE; ARTIFICIAL NEURAL NETWORK; AUSCULTATION; AUTOMATED PATTERN RECOGNITION; BREATHING DISORDER; CLASSIFICATION; COMPUTER ASSISTED DIAGNOSIS; EVALUATION STUDY; HUMAN; METHODOLOGY; PATHOPHYSIOLOGY; PHYSIOLOGY; REPRODUCIBILITY; SENSITIVITY AND SPECIFICITY; SOUND DETECTION;

ALGORITHMS; AUSCULTATION; DIAGNOSIS, COMPUTER-ASSISTED; HUMANS; NEURAL NETWORKS (COMPUTER); PATTERN RECOGNITION, AUTOMATED; REPRODUCIBILITY OF RESULTS; RESPIRATION DISORDERS; RESPIRATORY SOUNDS; SENSITIVITY AND SPECIFICITY; SOUND SPECTROGRAPHY;

EID: 34047137313     PISSN: 05891019     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IEMBS.2006.259946     Document Type: Conference Paper

References (9)

1. N. Gavriely, Breath Sounds Methodology, Boca Radon, FL, CRC Press 1995.
2. H. Pasterkamp, S.S. Kraman ve G.R. Wodicka, "Respiratory Sounds, Advanced Beyond Stethoscope," Am J Respir Crit Care Med, cilt 125, s. 974-987, 1997.
3. L. Vannuccini, J.E. Earis, P. Helistö, B.M.G. Cheetham, M. Rossi, A.R.A. Sovijärvi, and J. Vanderschoot, "Capturing and Preprocessing of Respiratory Sounds," Eur. Respir. Rev., vol. 10, no. 77, pp. 616-620, 2000.
4. A.R.A. Sovijärvi, L.P. Malmberg, G. Charbonneau, J. Vanderschoot, F. Dalmasso, C. Sacco, M. Rossi, and J.E. Earis, "Characteristics of Breath Sounds and Adventitious Respiratory Sounds," Eur. Respir. Rev, vol. 10, pp. 591-596, 2000.
5. B. Sankur, Y. P. Kahya, E. C. Guler, and T. Engin, "Comparison of AR-based algorithms for respiratory sounds classifications," Comput. Biol. Med., vol. 24, pp. 67-76, 1994.
6. B.M.G. Cheetham, G. Charbonneau, A. Giordano, P. Helisto, J. Vanderschoot, "Digitization of data for respiratory sound recordings," Eur. Respir. Rev., vol. 10, no. 77, pp. 621-624, 2000.
7. V.K.Iyer, A. Ramamorthy, and Y. Ploysongsang, "Autoregressive Modeling of Lung Sounds: Characterization of Source and Transmission," IEEE Trans. Biomed. Eng, vol. 36, pp. 1133-1137, 1989.
8. J. Vanderschoot, and H.J.W. Schreur, "Flow and Volume Related AR-modeling Of Lung Sounds," IEEE Trans. Biomed. Eng, vol. 13, pp. 385-386, 1991
9. B. Sankur, Y. P. Kahya, E. C. Guler, "Multiresolution biological transient extraction applied to respiratory crackles," Comput. Biol. Med., vol. 26, pp. 25-39, 1996.