• DocumentCode
    3397073
  • Title

    Classification of native heart valve sounds using the Choi-Williams time-frequency distribution

  • Author

    Bentley, P.M. ; McDonnell, J.T.E. ; Grant, P.M.

  • Author_Institution
    Dept. of Electr. Eng., Edinburgh Univ., UK
  • Volume
    2
  • fYear
    1995
  • fDate
    20-23 Sep 1995
  • Firstpage
    1083
  • Abstract
    Describes the novel application of time-frequency (T-F) distributions to the assessment of heart valve condition. The Choi-Williams distribution (CWD) was applied to a set of 45 normal/abnormal valve subjects and 9 descriptive features were extracted from the resulting T-F plots. A definition of normality, for each of the 9 features, was produced and assessing the performance of the 45 data subjects with respect to these criteria resulted in correct classification of 44 of the 45 subjects. This work empirically demonstrates the suitability of T-F techniques as an aid to the assessment of cardiac condition and clearly shows the advantages of T-F over classical spectral estimation techniques
  • Keywords
    acoustic signal processing; cardiology; feature extraction; medical signal processing; time-frequency analysis; Choi-Williams time-frequency distribution; abnormal valve subjects; cardiac condition assessment; classical spectral estimation techniques; descriptive features; heart valve condition assessment; medical diagnostic technique; native heart valve sounds classification; normality definition; Attenuation; Data acquisition; Data mining; Electrocardiography; Feature extraction; Heart valves; Kernel; Microphones; Signal analysis; Time frequency analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, 1995., IEEE 17th Annual Conference
  • Conference_Location
    Montreal, Que.
  • Print_ISBN
    0-7803-2475-7
  • Type

    conf

  • DOI
    10.1109/IEMBS.1995.579505
  • Filename
    579505