Open Access. Powered by Scholars. Published by Universities.®

Mechanical Engineering Commons

Open Access. Powered by Scholars. Published by Universities.®

Fred K. Choy

Ensemble classification

Articles 1 - 1 of 1

Full-Text Articles in Mechanical Engineering

Intelligent Identification Of Childhood Musical Murmurs, Yuerong Chen, Shengyong Wang, Chia-Hsuan Shen, Fred Choy Apr 2015

Intelligent Identification Of Childhood Musical Murmurs, Yuerong Chen, Shengyong Wang, Chia-Hsuan Shen, Fred Choy

Fred K. Choy

Heart murmurs are often the first signs of heart valvular disorders. However, most heart murmurs detected in children are innocent musical murmurs (also called Still's murmurs), which should be distinguished from other murmur types that are mostly pathological, such as regurgitant, obstructive, and flow murmurs. In order to reduce both unnecessary healthcare expenditures and parental anxiety, this study aims to develop algorithms for intelligently identifying musical murmurs in children. Discrete wavelet transform was applied to phonocardiographic signals to extract features. Singular value decomposition was applied on the matrix derived from continuous wavelet transform to extract extra features. The sequential forward …