Automated heart sound classification system from unsegmented phonocardiogram (PCG) using deep neural network

PhysioBank, PhysioToolkit, and PhysioNet

Ary L. Goldberger, Luı́s A. Nunes Amaral, Leon Glass et al. · Circulation · 2000 · 14.5K citations · Full text

Engineering, Biomedical Engineering, Physiology +15

LSTM Fully Convolutional Networks for Time Series Classification

Fazle Karim, Somshubra Majumdar, Houshang Darabi et al. · IEEE Access · 2017 · 1.4K citations · Full text

Computing, Computer Science, Machine Learning +15

A deep convolutional neural network model to classify heartbeats

U. Rajendra Acharya, Shu Lih Oh, Yuki Hagiwara et al. · Computers in Biology and Medicine · 2017 · 1.4K citations

Engineering, Biomedical Engineering, Biomedical Informatics +11

An open access database for the evaluation of heart sound algorithms

Chengyu Liu, David Springer, Qiao Li et al. · Physiological Measurement · 2016 · 803 citations · Full text

Engineering, Cardiology, Health Informatics +12

Logistic Regression-HSMM-based Heart Sound Segmentation

David Springer, Lionel Tarassenko, Gari D. Clifford · IEEE Transactions on Biomedical Engineering · 2015 · 511 citations

Engineering, Biomedical Engineering, Cardiology +16