Classification of heart sounds based on the combination of the modified frequency wavelet transform and convolutional neural network.

We purpose a novel method that combines modified frequency slice wavelet transform (MFSWT) and convolutional neural network (CNN) for classifying normal and abnormal heart sounds. A hidden Markov model is used to find the position of each cardiac cycle in the heart sound signal and determine the exa...

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Bibliographic Details
Published in:Medical & Biological Engineering & Computing Vol. 58; no. 9; pp. 2039 - 2048
Main Authors: Chen, Yongchao, Wei, Shoushui, Zhang, Yatao
Format: Journal Article
Published: Springer Nature Sep2020
Online Access:View this record in EBSCOhost