Heart sound classification based on scaled spectrogram and tensor decomposition

作者:

Highlights:

• First, the spectrograms of heart cycles are scaled for comparison.

• Second, tensor decomposition is utilized to the scaled spectrograms.

• Third, the intrinsic structure information of scaled spectrograms is extracted.

• Fourth, more useful physiological and pathological information is reserved.

• Fifth, the extracted features are more discriminative.

摘要

•First, the spectrograms of heart cycles are scaled for comparison.•Second, tensor decomposition is utilized to the scaled spectrograms.•Third, the intrinsic structure information of scaled spectrograms is extracted.•Fourth, more useful physiological and pathological information is reserved.•Fifth, the extracted features are more discriminative.

论文关键词:Heart sound,Scaled spectrogram,Tensor decomposition

论文评审过程:Received 30 November 2016, Revised 10 April 2017, Accepted 5 May 2017, Available online 8 May 2017, Version of Record 13 May 2017.

论文官网地址:https://doi.org/10.1016/j.eswa.2017.05.014