Comparison of shallow and deep learning methods of ECG signals clas-sification for arrhythmia detection
The research aimed to compare the classification performance of arrhythmia classification from the ECG signal dataset from the Massachusetts Institute of Technology–Beth Israel Hospital (MIT-BIH) database. Shallow learning methods that were used in this study are Support Vector Machine, Naïve Baye...
| Published in: | Journal of Computer Sciences Institute |
|---|---|
| Main Authors: | Dodon Turianto Nugrahadi, Rudy Herteno, Dwi Kartini, Muhammad Haekal, Mohammad Reza Faisal |
| Format: | Article |
| Language: | English |
| Published: |
Lublin University of Technology
2023-06-01
|
| Subjects: | |
| Online Access: | https://ph.pollub.pl/index.php/jcsi/article/view/3273 |
Similar Items
Arrhythmia Classification with Single-Channel Features Extracted from “A Large-Scale 12-Lead ECG Database for Arrhythmia Study”
by: Monica Fira, et al.
Published: (2025-09-01)
by: Monica Fira, et al.
Published: (2025-09-01)
Morphological Arrhythmia Classification Based on Inter-Patient and Two Leads ECG Using Machine Learning
by: Hasballah Zakaria, et al.
Published: (2024-01-01)
by: Hasballah Zakaria, et al.
Published: (2024-01-01)
AI driven ECG arrhythmia diagnosis
by: Manohar Udutha, et al.
Published: (2024-01-01)
by: Manohar Udutha, et al.
Published: (2024-01-01)
Cardiac Arrhythmia Classification Using Advanced Deep Learning Techniques on Digitized ECG Datasets
by: Shoaib Sattar, et al.
Published: (2024-04-01)
by: Shoaib Sattar, et al.
Published: (2024-04-01)
Classification of Arrhythmia by Using Deep Learning with 2-D ECG Spectral Image Representation
by: Amin Ullah, et al.
Published: (2020-05-01)
by: Amin Ullah, et al.
Published: (2020-05-01)
Lightweight Deep Learning Architecture for Multi-Lead ECG Arrhythmia Detection
by: Donia H. Elsheikhy, et al.
Published: (2025-09-01)
by: Donia H. Elsheikhy, et al.
Published: (2025-09-01)
ECG Arrhythmia Classification based on Convolutional Autoencoders and Transfer Learning
by: Rasool Muayad Obaidi, et al.
Published: (2022-09-01)
by: Rasool Muayad Obaidi, et al.
Published: (2022-09-01)
Arrhythmia Detection by Data Fusion of ECG Scalograms and Phasograms
by: Michele Scarpiniti
Published: (2024-12-01)
by: Michele Scarpiniti
Published: (2024-12-01)
Fetal ECG Arrhythmia Detection Based on DensNet Transfer Learning
by: Ashutosh Singh, et al.
Published: (2023-09-01)
by: Ashutosh Singh, et al.
Published: (2023-09-01)
ECG Arrhythmia Measurement and Classification for Portable Monitoring
by: P Ajitha Gladis K., et al.
Published: (2024-08-01)
by: P Ajitha Gladis K., et al.
Published: (2024-08-01)
Enhancing Arrhythmia Diagnosis Through ECG Deep Learning Classification Deploying and Augmented Reality 3D Heart Visualization and Interaction
by: Kahina Amara, et al.
Published: (2025-01-01)
by: Kahina Amara, et al.
Published: (2025-01-01)
Deep-Learning-Based Arrhythmia Detection Using ECG Signals: A Comparative Study and Performance Evaluation
by: Nitish Katal, et al.
Published: (2023-12-01)
by: Nitish Katal, et al.
Published: (2023-12-01)
ECG-based heart arrhythmia classification using feature engineering and a hybrid stacked machine learning
by: Raiyan Jahangir, et al.
Published: (2025-04-01)
by: Raiyan Jahangir, et al.
Published: (2025-04-01)
Towards Transparent AI in Medicine: ECG-Based Arrhythmia Detection with Explainable Deep Learning
by: Oleksii Kovalchuk, et al.
Published: (2025-01-01)
by: Oleksii Kovalchuk, et al.
Published: (2025-01-01)
Detection of Arrhythmia Heartbeats from ECG Signal Using Wavelet Transform-Based CNN Model
by: Saroj Kumar pandey, et al.
Published: (2023-05-01)
by: Saroj Kumar pandey, et al.
Published: (2023-05-01)
ECG Arrhythmias Classification by Combined Feature Extraction Method and Neural Network
by: Khalooq Y. Al Azzawi
Published: (2014-03-01)
by: Khalooq Y. Al Azzawi
Published: (2014-03-01)
A Hybrid Deep Learning Approach for ECG-Based Arrhythmia Classification
by: Parul Madan, et al.
Published: (2022-04-01)
by: Parul Madan, et al.
Published: (2022-04-01)
Classification of Arrhythmias Using a Pre-trained Deep Learning Model with Binary Images of Segmented ECG
by: H. Solieman, et al.
Published: (2023-05-01)
by: H. Solieman, et al.
Published: (2023-05-01)
Efficient Deep Learning-Based Arrhythmia Detection Using Smartwatch ECG Electrocardiograms
by: Herwin Alayn Huillcen Baca, et al.
Published: (2025-08-01)
by: Herwin Alayn Huillcen Baca, et al.
Published: (2025-08-01)
XABH-CNN-GRU: Explainable attention-based hybrid CNN-GRU model for accurate identification of common arrhythmias
by: Abduljabbar S. Ba Mahel, et al.
Published: (2025-09-01)
by: Abduljabbar S. Ba Mahel, et al.
Published: (2025-09-01)
Automated ECG arrhythmia classification using hybrid CNN-SVM architectures
by: Amine Ben Slama, et al.
Published: (2025-09-01)
by: Amine Ben Slama, et al.
Published: (2025-09-01)
GB-SVNN: Genetic BAT assisted support vector neural network for arrhythmia classification using ECG signals
by: Vishwanath Bhagyalakshmi, et al.
Published: (2021-01-01)
by: Vishwanath Bhagyalakshmi, et al.
Published: (2021-01-01)
Value of ladder-diagram teaching method in ECG learners in the premature-contraction part of arrhythmia
by: Weiwei Zhang, et al.
Published: (2023-03-01)
by: Weiwei Zhang, et al.
Published: (2023-03-01)
Learning Explainable Time-Morphology Patterns for Automatic Arrhythmia Classification from Short Single-Lead ECGs
by: Hyeonjeong Lee, et al.
Published: (2021-06-01)
by: Hyeonjeong Lee, et al.
Published: (2021-06-01)
Efficient Lightweight Multimodel Deep Fusion Based on ECG for Arrhythmia Classification
by: Mohamed Hammad, et al.
Published: (2022-12-01)
by: Mohamed Hammad, et al.
Published: (2022-12-01)
Preprocessing-Free Convolutional Neural Network Model for Arrhythmia Classification Using ECG Images
by: Chotirose Prathom, et al.
Published: (2025-03-01)
by: Chotirose Prathom, et al.
Published: (2025-03-01)
Remote Arrhythmia Detection for Eldercare in Malaysia
by: Kevin Thomas Chew, et al.
Published: (2021-12-01)
by: Kevin Thomas Chew, et al.
Published: (2021-12-01)
Cross-Database Learning Framework for Electrocardiogram Arrhythmia Classification Using Two-Dimensional Beat-Score-Map Representation
by: Jaewon Lee, et al.
Published: (2025-05-01)
by: Jaewon Lee, et al.
Published: (2025-05-01)
Interpretable Deep Learning Models for Arrhythmia Classification Based on ECG Signals Using PTB-X Dataset
by: Ahmed E. Mansour Atwa, et al.
Published: (2025-08-01)
by: Ahmed E. Mansour Atwa, et al.
Published: (2025-08-01)
Heart beats classification method using a multi-signal ECG spectrogram and convolutional neural network with residual blocks
by: Dominik Siekierski, et al.
Published: (2022-01-01)
by: Dominik Siekierski, et al.
Published: (2022-01-01)
An ECG Stitching Scheme for Driver Arrhythmia Classification Based on Deep Learning
by: Do Hoon Kim, et al.
Published: (2023-03-01)
by: Do Hoon Kim, et al.
Published: (2023-03-01)
The continuous wavelet transform using for natural ECG signal arrhythmias detection by statistical parameters
by: R.A. Alharbey, et al.
Published: (2022-12-01)
by: R.A. Alharbey, et al.
Published: (2022-12-01)
An Energy-Efficient ECG Processor Based on HDWT and a Hybrid Classifier for Arrhythmia Detection
by: Jiawen Deng, et al.
Published: (2023-12-01)
by: Jiawen Deng, et al.
Published: (2023-12-01)
Efficient ECG classification based on Chi-square distance for arrhythmia detection
by: Dhiah Al-Shammary, et al.
Published: (2024-06-01)
by: Dhiah Al-Shammary, et al.
Published: (2024-06-01)
Holter ECG monitoring in studying cardiac arrhythmias among railway workers
by: S. N. Sviridov, et al.
Published: (2005-06-01)
by: S. N. Sviridov, et al.
Published: (2005-06-01)
Artificial Intelligence for Cardiac Diseases Diagnosis and Prediction Using ECG Images on Embedded Systems
by: Lotfi Mhamdi, et al.
Published: (2022-08-01)
by: Lotfi Mhamdi, et al.
Published: (2022-08-01)
Approach Based Lightweight Custom Convolutional Neural Network and Fine-Tuned MobileNet-V2 for ECG Arrhythmia Signals Classification
by: Hadjer Bechinia, et al.
Published: (2024-01-01)
by: Hadjer Bechinia, et al.
Published: (2024-01-01)
Arrhythmia detection using resampling and deep learning methods on unbalanced data
by: E.Y. Shchetinin, et al.
Published: (2022-12-01)
by: E.Y. Shchetinin, et al.
Published: (2022-12-01)
ECG Signal Classification Using Interpretable KAN: Towards Predictive Diagnosis of Arrhythmias
by: Hongzhen Cui, et al.
Published: (2025-02-01)
by: Hongzhen Cui, et al.
Published: (2025-02-01)
Arrhythmia-Induced Cardiomyopathy. A Palestinian Experience
by: Abdelrhman Janem, et al.
Published: (2022-12-01)
by: Abdelrhman Janem, et al.
Published: (2022-12-01)
Similar Items
-
Arrhythmia Classification with Single-Channel Features Extracted from “A Large-Scale 12-Lead ECG Database for Arrhythmia Study”
by: Monica Fira, et al.
Published: (2025-09-01) -
Morphological Arrhythmia Classification Based on Inter-Patient and Two Leads ECG Using Machine Learning
by: Hasballah Zakaria, et al.
Published: (2024-01-01) -
AI driven ECG arrhythmia diagnosis
by: Manohar Udutha, et al.
Published: (2024-01-01) -
Cardiac Arrhythmia Classification Using Advanced Deep Learning Techniques on Digitized ECG Datasets
by: Shoaib Sattar, et al.
Published: (2024-04-01) -
Classification of Arrhythmia by Using Deep Learning with 2-D ECG Spectral Image Representation
by: Amin Ullah, et al.
Published: (2020-05-01)
