Title :
Principal component analysis and interpretation of bowel sounds
Author :
Ranta, R. ; Louis-Dorr, V. ; Heinrich, C. ; Wolf, D. ; Guillemin, F.
Author_Institution :
CRAN, Nancy, France
Abstract :
This work presents a method for abdominal sounds analysis based on principal component analysis (PCA). The first steps (wavelet denoising and segmentation, followed by spatial localization) were presented in previous works. After extracting physical features (activity indices) from long time six channel recordings, we propose a reduced representation space obtained by PCA and we present our results in phonoenterogram analysis.
Keywords :
bioacoustics; feature extraction; medical signal processing; principal component analysis; wavelet transforms; abdominal sounds analysis; activity indices; bowel sounds; feature extraction; phonoenterogram analysis; principal component analysis; spatial localization; wavelet denoising; wavelet segmentation; Abdomen; Data mining; Frequency; Gastrointestinal tract; Information analysis; Medical diagnostic imaging; Pathology; Principal component analysis; Signal analysis; Signal processing; bowel sounds; principal component analysis;
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
DOI :
10.1109/IEMBS.2004.1403133