Arrhythmic Heartbeat Classification Using 2D Convolutional Neural Networks

Adjusting the imbalance ratio by the dimensionality of imbalanced data

(2020) Rui Zhu et al.   PATTERN RECOGNITION LETTERS

EEG-based emotion recognition with deep convolutional neural networks

(2020) Mehmet Akif Ozdemir et al.   Biomedical Engineering-Biomedizinische Technik

Novel deep genetic ensemble of classifiers for arrhythmia detection using ECG signals

(2019) Paweł Pławiak et al.   NEURAL COMPUTING & APPLICATIONS

Joint Time-Frequency Domain-Based CAD Disease Sensing System Using ECG Signals

(2019) Rishi Raj Sharma et al.   IEEE SENSORS JOURNAL

Classification of myocardial infarction with multi-lead ECG signals and deep CNN

(2019) Ulas Baran Baloglu et al.   PATTERN RECOGNITION LETTERS

Automated arrhythmia classification based on a combination network of CNN and LSTM

(2019) Chen Chen et al.   Biomedical Signal Processing and Control

Multi-class Arrhythmia detection from 12-lead varied-length ECG using Attention-based Time-Incremental Convolutional Neural Network

(2019) Qihang Yao et al.   Information Fusion

An Efficient Automated Algorithm for Distinguishing Normal and Abnormal ECG Signal

(2019) M.K. Moridani et al.   IRBM

Heartbeat classification using deep residual convolutional neural network from 2-lead electrocardiogram

(2019) Zhi Li et al.   JOURNAL OF ELECTROCARDIOLOGY

Deep learning for healthcare applications based on physiological signals: A review

(2018) Oliver Faust et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

A novel wavelet sequence based on deep bidirectional LSTM network model for ECG signal classification

(2018) Özal Yildirim   COMPUTERS IN BIOLOGY AND MEDICINE

Automated diagnosis of arrhythmia using combination of CNN and LSTM techniques with variable length heart beats

(2018) Shu Lih Oh et al.   COMPUTERS IN BIOLOGY AND MEDICINE

A deep learning approach for ECG-based heartbeat classification for arrhythmia detection

(2018) G. Sannino et al.   Future Generation Computer Systems-The International Journal of eScience

Arrhythmia detection using deep convolutional neural network with long duration ECG signals

(2018) Özal Yıldırım et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Automated detection of arrhythmias using different intervals of tachycardia ECG segments with convolutional neural network

(2017) U. Rajendra Acharya et al.   INFORMATION SCIENCES

Multiresolution wavelet transform based feature extraction and ECG classification to detect cardiac abnormalities

(2017) Santanu Sahoo et al.   MEASUREMENT

ECG-based heartbeat classification for arrhythmia detection: A survey

(2016) Eduardo José da S. Luz et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

ECG Classification Using Wavelet Packet Entropy and Random Forests

(2016) Taiyong Li et al.   Entropy

Real-Time Patient-Specific ECG Classification by 1-D Convolutional Neural Networks

(2016) Serkan Kiranyaz et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Deep learning approach for active classification of electrocardiogram signals

(2016) M.M. Al Rahhal et al.   INFORMATION SCIENCES

ECG feature extraction based on the bandwidth properties of variational mode decomposition

(2016) Ahmet Mert   PHYSIOLOGICAL MEASUREMENT

A novel technique for cardiac arrhythmia classification using spectral correlation and support vector machines

(2015) Aya F. Khalaf et al.   EXPERT SYSTEMS WITH APPLICATIONS

Deep learning

(2015) Yann LeCun et al.   NATURE