DocumentCode :
429086
Title :
Copula-based positive time-frequency distributions of the phonocardiogram
Author :
Yoshida, Hisashi ; Ikegami, Tadashi ; Kikkawa, Sho
Author_Institution :
Dept. of Electron. Syst. & Information Eng., Kinki Univ., Wakayama, Japan
Volume :
1
fYear :
2004
fDate :
1-5 Sept. 2004
Firstpage :
388
Lastpage :
391
Abstract :
This paper introduces a method for time-frequency analysis of the phonocardiogram. The proposed method is a modified version of the copula-based technique, which constructs positive time-frequency distributions, so as to be suitable for the analysis of periodically stationary random processes. The copula-based time-frequency distributions have some desirable properties: positivity, correct marginals and low computational cost. We use averaged spectrogram as a template in copula-based technique in order to construct a positive time-frequency distribution of the phonocardiogram. Results clearly show that the copula-based time-frequency distributions have much better resolution in time and frequency domain than the spectrogram does. Positivity and high resolution depend on the marginals of the distributions will offer excellent potential for estimating local parameters of the distributions, like a instantaneous frequency or instantaneous equivalent bandwidths using Renyi´s divergence formulated by the authors.
Keywords :
bioacoustics; cardiology; medical signal processing; parameter estimation; signal resolution; time-frequency analysis; Renyi divergence; copula-based positive time-frequency distributions; correct marginals; instantaneous equivalent bandwidths; instantaneous frequency; local parameter estimation; low computational cost; phonocardiogram; positivity; signal resolution; time-frequency analysis; Educational institutions; Fourier transforms; Frequency estimation; Information analysis; Pediatrics; Probability distribution; Random processes; Signal analysis; Spectrogram; Time frequency analysis;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society, 2004. IEMBS '04. 26th Annual International Conference of the IEEE
Conference_Location :
San Francisco, CA
Print_ISBN :
0-7803-8439-3
Type :
conf
DOI :
10.1109/IEMBS.2004.1403175
Filename :
1403175
Link To Document :
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