Research graph
References from Hybrid Multi-Domain ECG Feature Learning with mRMR and CNN–Transformer for Cardiac Disease Classification. Local targets link to admitted publications; unresolved targets remain external evidence.
Unresolved reference
External reference
Unresolved reference
External reference
Unresolved reference
External reference
10.1109/icacs64902.2025.10937805
10.1109/icacs64902.2025.10937805 · External reference
Deep Learning for ECG-Based Cardiovascular Disease Diagnosis: A Systematic Review and Meta-Analysis
10.1007/s10462-025-11479-1 · 2026 · External reference
Unresolved reference
External reference
10.1109/ibcast51254.2021.9393243
10.1109/ibcast51254.2021.9393243 · External reference
10.3390/s25185621
10.3390/s25185621 · External reference
Advances in ECG and PCG-Based Cardiovascular Disease Classification: A Review of Deep Learning and Machine Learning Methods
10.1186/s40537-024-01011-7 · 2024 · External reference
10.1109/inmic65900.2025.11348148
10.1109/inmic65900.2025.11348148 · External reference
Wearable sensors based human behavioral pattern recognition using statistical features and reweighted genetic algorithm
10.1007/s11042-019-08463-7 · 2020 · External reference
10.3390/e22050579
10.3390/e22050579 · External reference
Deep learning for ECG classification: A comparative study of 1D and 2D representations and multimodal fusion approaches
10.1016/j.bspc.2024.106141 · 2024 · External reference
10.1109/c-code67372.2025.11204113
10.1109/c-code67372.2025.11204113 · External reference
Deep residual 2D convolutional neural network for cardiovascular disease classification
10.1038/s41598-024-72382-3 · 2024 · External reference
10.3390/s21248174
10.3390/s21248174 · External reference
10.3390/s22030904
10.3390/s22030904 · External reference
PTB-XL, a Large Publicly Available Electrocardiography Dataset
10.1038/s41597-020-0495-6 · 2020 · External reference
Unresolved reference
External reference
On the Theory of Filter Amplifiers
1930 · External reference
ECG signal denoising using discrete wavelet transform: A comparative analysis of threshold values and functions
10.18537/mskn.09.01.10 · 2018 · External reference
10.3390/s21248169
10.3390/s21248169 · External reference
Variational Mode Decomposition
10.1109/tsp.2013.2288675 · 2014 · External reference
10.3390/s24165296
10.3390/s24165296 · External reference
10.3390/s23104635
10.3390/s23104635 · External reference
Automated Detection of Arrhythmias Using Different Intervals of Tachycardia ECG Segments with Convolutional Neural Network
10.1016/j.ins.2017.04.012 · 2017 · External reference
10.3390/bioengineering11101012
10.3390/bioengineering11101012 · External reference
10.3390/electronics9091452
10.3390/electronics9091452 · External reference
Permutation Entropy: A Natural Complexity Measure for Time Series
10.1103/physrevlett.88.174102 · 2002 · External reference
Feature Selection Based on Mutual Information: Criteria of Max-Dependency, Max-Relevance, and Min-Redundancy
10.1109/tpami.2005.159 · 2005 · External reference
Real-Time Patient-Specific ECG Classification by 1-D Convolutional Neural Networks
10.1109/tbme.2015.2468589 · 2016 · External reference
10.3390/bioengineering12111268
10.3390/bioengineering12111268 · External reference
Clinical Knowledge-Based ECG Abnormalities Detection Using Dual-View CNN–Transformer and External Attention Mechanism
10.1016/j.compbiomed.2024.108751 · 2024 · External reference
10.3390/e23091121
10.3390/e23091121 · External reference
10.3233/shti240483
10.3233/shti240483 · External reference
Unresolved reference
External reference
Accurately computing the log-sum-exp and softmax functions
10.1093/imanum/draa038 · 2021 · External reference
10.1109/icerai69511.2026.11494563
10.1109/icerai69511.2026.11494563 · External reference
Deep Learning for ECG-Based Cardiovascular Disease Diagnosis: A Systematic Review and Meta-Analysis
10.1007/s10462-025-11479-1 · ExternalCitation · doi-reference
Wearable sensors based human behavioral pattern recognition using statistical features and reweighted genetic algorithm
10.1007/s11042-019-08463-7 · ExternalCitation · doi-reference
Deep learning for ECG classification: A comparative study of 1D and 2D representations and multimodal fusion approaches
10.1016/j.bspc.2024.106141 · ExternalCitation · doi-reference
Clinical Knowledge-Based ECG Abnormalities Detection Using Dual-View CNN–Transformer and External Attention Mechanism
10.1016/j.compbiomed.2024.108751 · ExternalCitation · doi-reference
Automated Detection of Arrhythmias Using Different Intervals of Tachycardia ECG Segments with Convolutional Neural Network
10.1016/j.ins.2017.04.012 · ExternalCitation · doi-reference
PTB-XL, a Large Publicly Available Electrocardiography Dataset
10.1038/s41597-020-0495-6 · ExternalCitation · doi-reference
Deep residual 2D convolutional neural network for cardiovascular disease classification
10.1038/s41598-024-72382-3 · ExternalCitation · doi-reference
Accurately computing the log-sum-exp and softmax functions
10.1093/imanum/draa038 · ExternalCitation · doi-reference
Permutation Entropy: A Natural Complexity Measure for Time Series
10.1103/physrevlett.88.174102 · ExternalCitation · doi-reference
10.1109/c-code67372.2025.11204113
10.1109/c-code67372.2025.11204113 · ExternalCitation · doi-reference
10.1109/ibcast51254.2021.9393243
10.1109/ibcast51254.2021.9393243 · ExternalCitation · doi-reference
10.1109/icacs64902.2025.10937805
10.1109/icacs64902.2025.10937805 · ExternalCitation · doi-reference
10.1109/icerai69511.2026.11494563
10.1109/icerai69511.2026.11494563 · ExternalCitation · doi-reference
10.1109/inmic65900.2025.11348148
10.1109/inmic65900.2025.11348148 · ExternalCitation · doi-reference
Real-Time Patient-Specific ECG Classification by 1-D Convolutional Neural Networks
10.1109/tbme.2015.2468589 · ExternalCitation · doi-reference
Feature Selection Based on Mutual Information: Criteria of Max-Dependency, Max-Relevance, and Min-Redundancy
10.1109/tpami.2005.159 · ExternalCitation · doi-reference
Variational Mode Decomposition
10.1109/tsp.2013.2288675 · ExternalCitation · doi-reference
Advances in ECG and PCG-Based Cardiovascular Disease Classification: A Review of Deep Learning and Machine Learning Methods
10.1186/s40537-024-01011-7 · ExternalCitation · doi-reference
ECG signal denoising using discrete wavelet transform: A comparative analysis of threshold values and functions
10.18537/mskn.09.01.10 · ExternalCitation · doi-reference
10.3233/shti240483
10.3233/shti240483 · ExternalCitation · doi-reference
10.3390/bioengineering11101012
10.3390/bioengineering11101012 · ExternalCitation · doi-reference
10.3390/bioengineering12111268
10.3390/bioengineering12111268 · ExternalCitation · doi-reference
10.3390/e22050579
10.3390/e22050579 · ExternalCitation · doi-reference
10.3390/e23091121
10.3390/e23091121 · ExternalCitation · doi-reference
10.3390/electronics9091452
10.3390/electronics9091452 · ExternalCitation · doi-reference
10.3390/s21248169
10.3390/s21248169 · ExternalCitation · doi-reference
10.3390/s21248174
10.3390/s21248174 · ExternalCitation · doi-reference
10.3390/s22030904
10.3390/s22030904 · ExternalCitation · doi-reference
10.3390/s23104635
10.3390/s23104635 · ExternalCitation · doi-reference
10.3390/s24165296
10.3390/s24165296 · ExternalCitation · doi-reference
10.3390/s25185621
10.3390/s25185621 · ExternalCitation · doi-reference