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Matrix Decomposition Based Feature Extraction For Murmur Classification, Yuerong Chen, Shengyong Wang, Chia-Hsuan Shen, Fred Choy
Matrix Decomposition Based Feature Extraction For Murmur Classification, Yuerong Chen, Shengyong Wang, Chia-Hsuan Shen, Fred Choy
Fred K. Choy
Heart murmurs often indicate heart valvular disorders. However, not all heart murmurs are organic. For example, musical murmurs detected in children are mostly innocent. Because of the challenges of mastering auscultation skills and reducing healthcare expenses, this study aims to discover new features for distinguishing innocent murmurs from organic murmurs, with the ultimate objective of designing an intelligent diagnostic system that could be used at home. Phonocardiographic signals that were recorded in an auscultation training CD were used for analysis. Instead of the discrete wavelet transform that has been used often in previous work, a continuous wavelet transform was applied …