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Inter-Patient ECG Classification With Symbolic Representations and Multi-Perspective Convolutional Neural Networks 期刊论文
IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 2020, 卷号: 24, 期号: 5, 页码: 1321-1332
Authors:  Niu, Jinghao;  Tang, Yongqiang;  Sun, Zhengya;  Zhang, Wensheng
Favorite  |  View/Download:1/0  |  Submit date:2020/06/22
Heart beat  Electrocardiography  Heart rate variability  Deep learning  Feature extraction  Task analysis  Informatics  ECG classification  biomedical monitoring  convolutional neural network  deep learning  
An intelligent learning approach for improving ECG signal classification and arrhythmia analysis 期刊论文
ARTIFICIAL INTELLIGENCE IN MEDICINE, 2020, 卷号: 103, 页码: 14
Authors:  Sangaiah, Arun Kumar;  Arumugam, Maheswari;  Bian, Gui-Bin
Favorite  |  View/Download:6/0  |  Submit date:2020/06/02
ECG  Noise suppression  Baseline wander (BW)  Power line interference (PLI)  Electromyography (EMG)  Signal to noise ratio (SNR)  Devoted wavelet  Feature extraction  HMM (Hidden Markov Model)  Cardiac arrhythmia  
No-contactHeartRatemonitoringbasedonChannelAttentionConvolution Model 会议论文
, Hangzhou, China, 2019-10
Authors:  WenSun;  HaoWei;  XueenLi
View  |  Adobe PDF(345Kb)  |  Favorite  |  View/Download:13/4  |  Submit date:2020/06/12
HeartRate,ChannelAttentionMechanism, ConvolutionNeuralNetwork,ECG-fitness Dataset  
InterPatient ECG Classification with Symbolic Representations and MultiPerspective Convolutional Neural Networks 期刊论文
IEEE Journal of Biomedical and Health Informatics, 2020, 卷号: 24, 期号: 5, 页码: 1321-1332
Authors:  Jinghao Niu;  Yongqiang Tang;  Zhengya Sun;  Wensheng Zhang
View  |  Adobe PDF(2290Kb)  |  Favorite  |  View/Download:18/0  |  Submit date:2020/05/08
Ecg Classification  Convolutional Neural Network  Deep Learning  Biomedical Monitoring  
Multi-lead model-based ECG signal denoising by guided filter 期刊论文
ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2019, 卷号: 79, 页码: 34-44
Authors:  Hao, Huaqing;  Liu, Ming;  Xiong, Peng;  Du, Haiman;  Zhang, Hong;  Lin, Feng;  Hou, Zengguang;  Liu, Xiuling
Favorite  |  View/Download:33/0  |  Submit date:2019/07/12
Electrocardiograph (ECG) denoising  Multi-lead model-based ECG signal  Guided filter  Sparse autoencoder  
A novel electrocardiogram arrhythmia classification method based on stacked sparse auto-encoders and softmax regression 期刊论文
INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2018, 卷号: 9, 期号: 10, 页码: 1733-1740
Authors:  Yang, Jianli;  Bai, Yang;  Lin, Feng;  Liu, Ming;  Hou, Zengguang;  Liu, Xiuling
Favorite  |  View/Download:10/0  |  Submit date:2019/12/16
Stacked Sparse Auto-encoders  Ecg Arrhythmia Classification  Feature Extraction  Softmax Regression  
A stacked contractive denoising auto-encoder for ECG signal denoising 期刊论文
PHYSIOLOGICAL MEASUREMENT, 2016, 卷号: 37, 期号: 12, 页码: 2214-2230
Authors:  Xiong, Peng;  Wang, Hongrui;  Liu, Ming;  Lin, Feng;  Hou, Zengguang;  Liu, Xiuling
Favorite  |  View/Download:122/0  |  Submit date:2017/02/14
Electrocardiogram (Ecg)  Denoising Auto-encoder (Dae)  Baseline Wander  Motion Artifacts  Electrode Contact Noise  
Sparse representation-based ECG signal enhancement and QRS detection 期刊论文
PHYSIOLOGICAL MEASUREMENT, 2016, 卷号: 37, 期号: 12, 页码: 2093-2110
Authors:  Zhou, Yichao;  Hu, Xiyuan;  Tang, Zhenmin;  Ahn, Andrew C.
View  |  Adobe PDF(1004Kb)  |  Favorite  |  View/Download:114/23  |  Submit date:2017/02/14
Ecg Enhancement  Qrs Complex Detection  Sparse Representation  Dictionary Learning  
ECG signal enhancement based on improved denoising auto-encoder 期刊论文
ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2016, 卷号: 52, 页码: 194-202
Authors:  Xiong, Peng;  Wang, Hongrui;  Liu, Ming;  Zhou, Suiping;  Hou, Zengguang;  Liu, Xiuling
Favorite  |  View/Download:116/0  |  Submit date:2016/10/20
Denoising Auto-encoder (Dae)  Ecg Signal Denoising  Wavelet Transform (Wt)  Deep Neural Network (Dnn)  
Denoising and Baseline Correction of ECG Signals using Sparse Representation 会议论文
, Hangzhou, China, Hangzhou, China, 2015-10, 2015-10
Authors:  Zhou, Yichao;  Hu, Xiyuan;  Tang, Zhenmin;  Ahn, Andrew C.
View  |  Adobe PDF(1189Kb)  |  Favorite  |  View/Download:118/18  |  Submit date:2018/01/03
Sparse Representation  Sparse Representation  Adaptive Signal Separation  Adaptive Signal Separation  Ecg Denoising  Ecg Denoising  Baseline Wandering Correction  Baseline Wandering Correction