DocumentCode :
2214985
Title :
Detection of anomalous events in biomedical signals by wigner analysis and instant-wise Rényi entropy
Author :
Gabarda, Salvador ; Cristobal, Gabriel ; Martinez-Alajarin, Juan ; Ruiz-Merino, Ramon
Author_Institution :
Inst. de Opt., Madrid, Spain
fYear :
2006
fDate :
4-8 Sept. 2006
Firstpage :
1
Lastpage :
5
Abstract :
Rényi entropy is receiving an important attention as a data analysis tool in many practical applications, due to its relevant properties when dealing with time-frequency representations (TFR). Rényi entropy is characterized for providing generalized information contents (entropy) of a given signal. In this paper we present our results from applying the Rényi entropy to a 1-D pseudo-Wigner distribution (PWD) of a biomedical signal. A processed filtered signal is obtained by the application of a Rényi entropy measure to the instant-wise PWD of the given biomedical signal. The Rényi entropy allows individually identify, from an entropic criterion, which instants have a higher amount of information along the temporal data. Our method makes possible accurate localization of normal and pathological events in biomedical signals; hence early diagnosis of diseases is facilitated this way. The utility of our method is illustrated with examples of application to phonocardiograms.
Keywords :
Wigner distribution; data analysis; diseases; entropy; filtering theory; medical signal detection; phonocardiography; time-frequency analysis; 1D pseudo-Wigner distribution; PWD; TFR; Wigner analysis; anomalous event detection; biomedical signals; data analysis tool; disease diagnosis; entropic criterion; filtered signal; instant-wise Rényi entropy; normal event localization; pathological event localization; phonocardiogram; temporal data; time-frequency representations; Abstracts; Electronic mail; Entropy; Phonocardiography;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal Processing Conference, 2006 14th European
Conference_Location :
Florence
ISSN :
2219-5491
Type :
conf
Filename :
7071198
Link To Document :
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