Interpretable Machine Learning Techniques in ECG-Based Heart Disease Classification: A Systematic Review
Heart disease is one of the leading causes of mortality throughout the world. Among the different heart diagnosis techniques, an electrocardiogram (ECG) is the least expensive non-invasive procedure. However, the following are challenges: the scarcity of medical experts, the complexity of ECG interp...
| Published in: | Diagnostics |
|---|---|
| Main Authors: | Yehualashet Megersa Ayano, Friedhelm Schwenker, Bisrat Derebssa Dufera, Taye Girma Debelee |
| Format: | Article |
| Language: | English |
| Published: |
MDPI AG
2022-12-01
|
| Subjects: | |
| Online Access: | https://www.mdpi.com/2075-4418/13/1/111 |
Similar Items
Interpretable Hybrid Multichannel Deep Learning Model for Heart Disease Classification Using 12-Lead ECG Signal
by: Yehualashet Megersa Ayano, et al.
Published: (2024-01-01)
by: Yehualashet Megersa Ayano, et al.
Published: (2024-01-01)
A Survey of Brain Tumor Segmentation and Classification Algorithms
by: Erena Siyoum Biratu, et al.
Published: (2021-09-01)
by: Erena Siyoum Biratu, et al.
Published: (2021-09-01)
Weak Localization of Radiographic Manifestations in Pulmonary Tuberculosis from Chest X-ray: A Systematic Review
by: Degaga Wolde Feyisa, et al.
Published: (2023-07-01)
by: Degaga Wolde Feyisa, et al.
Published: (2023-07-01)
Basic principles of ECG application and interpretation in horses
by: Spasojević-Kosić Ljubica
Published: (2007-01-01)
by: Spasojević-Kosić Ljubica
Published: (2007-01-01)
How Good are Orthopaedic Surgeons at Interpreting ECGs?
by: Shariff Raheel, et al.
Published: (2010-12-01)
by: Shariff Raheel, et al.
Published: (2010-12-01)
The New ISO/IEC Standard for Automated ECG Interpretation
by: Brian Young, et al.
Published: (2021-08-01)
by: Brian Young, et al.
Published: (2021-08-01)
ECG interpretation
by: Bruno Ban, et al.
Published: (2023-01-01)
by: Bruno Ban, et al.
Published: (2023-01-01)
DEVELOPMENT OF MOBILE ECG APPLICATION TO IMPROVE ECG INTERPRETATION SKILLS OF GENERAL PRACTITIONERS AND MEDICAL STUDENTS
by: Rizki Amalia Gumilang, et al.
Published: (2021-11-01)
by: Rizki Amalia Gumilang, et al.
Published: (2021-11-01)
An artificial intelligence–enabled ECG algorithm for comprehensive ECG interpretation: Can it pass the ‘Turing test’?
by: Anthony H. Kashou, MD, et al.
Published: (2021-06-01)
by: Anthony H. Kashou, MD, et al.
Published: (2021-06-01)
Diabetic retinopathy screening using machine learning: a systematic review
by: Fitsum Mesfin Dejene, et al.
Published: (2025-09-01)
by: Fitsum Mesfin Dejene, et al.
Published: (2025-09-01)
Machine Learning in Cereal Crops Disease Detection: A Review
by: Fraol Gelana Waldamichael, et al.
Published: (2022-02-01)
by: Fraol Gelana Waldamichael, et al.
Published: (2022-02-01)
ECG Interpretation: Clinical Relevance, Challenges, and Advances
by: Nikita Rafie, et al.
Published: (2021-11-01)
by: Nikita Rafie, et al.
Published: (2021-11-01)
Heart Rate and ECG Wireless Monitoring Techniques: A Survey
by: Asia Sh. Ahmed, et al.
Published: (2020-06-01)
by: Asia Sh. Ahmed, et al.
Published: (2020-06-01)
The most common errors in automatic ECG interpretation
by: Krzysztof Kraik, et al.
Published: (2025-05-01)
by: Krzysztof Kraik, et al.
Published: (2025-05-01)
The influence of prompts on final year medical students' learning process and achievement in ECG interpretation
by: Berndt, Markus, et al.
Published: (2020-02-01)
by: Berndt, Markus, et al.
Published: (2020-02-01)
Paving the Roadmap for XAI and IML in Healthcare: Data-Driven Discoveries and the FIXAIH Framework
by: Shatha Alghamdi, et al.
Published: (2025-01-01)
by: Shatha Alghamdi, et al.
Published: (2025-01-01)
A Collaborative Platform for Advancing Automatic Interpretation in ECG Signals
by: Luis Alberto Gordillo-Roblero, et al.
Published: (2024-03-01)
by: Luis Alberto Gordillo-Roblero, et al.
Published: (2024-03-01)
Enhancing heart disease diagnosis through ECG image vectorization-based classification
by: AbdulAdhim Ashtaiwi, et al.
Published: (2024-09-01)
by: AbdulAdhim Ashtaiwi, et al.
Published: (2024-09-01)
ECG Synthesis via Diffusion-Based State Space Augmented Transformer
by: Md Haider Zama, et al.
Published: (2023-10-01)
by: Md Haider Zama, et al.
Published: (2023-10-01)
A Complete Pipeline for Heart Rate Extraction from Infant ECGs
by: Harry T. Mason, et al.
Published: (2024-03-01)
by: Harry T. Mason, et al.
Published: (2024-03-01)
Review of Botnet Attack Detection in SDN-Enabled IoT Using Machine Learning
by: Worku Gachena Negera, et al.
Published: (2022-12-01)
by: Worku Gachena Negera, et al.
Published: (2022-12-01)
One Report, Multifaceted Views: Multi-Expert Rewriting for ECG Interpretation
by: Yu-Hyeon Kim, et al.
Published: (2025-08-01)
by: Yu-Hyeon Kim, et al.
Published: (2025-08-01)
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)
Designing and Implementing an ECG Reader and Heart Disease Classification Device Using Deep Learning (Comprehensive Review)
by: Ghasaq Saad Jameel
Published: (2024-08-01)
by: Ghasaq Saad Jameel
Published: (2024-08-01)
Identification of Relevant ECG Features for Epileptic Seizure Prediction Using Interpretable Machine Learning
by: Azra Abtahi, et al.
Published: (2025-01-01)
by: Azra Abtahi, et al.
Published: (2025-01-01)
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)
IML-Net: A Framework for Cross-View Geo-Localization with Multi-Domain Remote Sensing Data
by: Yiming Yan, et al.
Published: (2024-03-01)
by: Yiming Yan, et al.
Published: (2024-03-01)
Macrolide resistance pattern of staphylococci collected from hospitalized patients in Egypt
by: Amr Bishr, et al.
Published: (2019-12-01)
by: Amr Bishr, et al.
Published: (2019-12-01)
A Multimodal Model of ECG and Heart Sound Signal by Considering Normal and Abnormal Heart
by: Prihatin Oktivasari, et al.
Published: (2022-12-01)
by: Prihatin Oktivasari, et al.
Published: (2022-12-01)
An Efficient Designing of IIR Filter for ECG Signal Classification Using MATLAB
by: Nandi Manjula, et al.
Published: (2023-03-01)
by: Nandi Manjula, et al.
Published: (2023-03-01)
Computer Modeling of the Heart for ECG Interpretation—A Review
by: Olaf Dössel, et al.
Published: (2021-07-01)
by: Olaf Dössel, et al.
Published: (2021-07-01)
Novel DERMA Fusion Technique for ECG Heartbeat Classification
by: Qurat-ul-ain Mastoi, et al.
Published: (2022-06-01)
by: Qurat-ul-ain Mastoi, et al.
Published: (2022-06-01)
ECG Signal Processing and Automatic Classification Algorithms
by: Xiaonuo Yang, et al.
Published: (2024-09-01)
by: Xiaonuo Yang, et al.
Published: (2024-09-01)
ECG Simulator
by: DRAGHICIU Nicolae, et al.
Published: (2013-05-01)
by: DRAGHICIU Nicolae, et al.
Published: (2013-05-01)
Wearable ECG Device and Machine Learning for Heart Monitoring
by: Zhadyra Alimbayeva, et al.
Published: (2024-06-01)
by: Zhadyra Alimbayeva, et al.
Published: (2024-06-01)
Multi-Class Heart Abnormalities Detection Based on ECG Graph Using Transfer Learning Method
by: Sugondo Hadiyoso, et al.
Published: (2023-03-01)
by: Sugondo Hadiyoso, et al.
Published: (2023-03-01)
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)
Heart abnormality classification using ECG and PCG recordings with novel PJM-DJRNN
by: Nadikatla Chandrasekhar, et al.
Published: (2025-03-01)
by: Nadikatla Chandrasekhar, et al.
Published: (2025-03-01)
ST Analysis of the Fetal ECG, as an Adjunct to Fetal Heart Rate Monitoring in Labour: A Review
by: Sultana Khan, et al.
Published: (2011-11-01)
by: Sultana Khan, et al.
Published: (2011-11-01)
Enhancing Comprehensive Assessments in Chronic Heart Failure Caused by Ischemic Heart Disease: The Diagnostic Utility of Holter ECG Parameters
by: Ștefania-Teodora Duca, et al.
Published: (2024-08-01)
by: Ștefania-Teodora Duca, et al.
Published: (2024-08-01)
Similar Items
-
Interpretable Hybrid Multichannel Deep Learning Model for Heart Disease Classification Using 12-Lead ECG Signal
by: Yehualashet Megersa Ayano, et al.
Published: (2024-01-01) -
A Survey of Brain Tumor Segmentation and Classification Algorithms
by: Erena Siyoum Biratu, et al.
Published: (2021-09-01) -
Weak Localization of Radiographic Manifestations in Pulmonary Tuberculosis from Chest X-ray: A Systematic Review
by: Degaga Wolde Feyisa, et al.
Published: (2023-07-01) -
Basic principles of ECG application and interpretation in horses
by: Spasojević-Kosić Ljubica
Published: (2007-01-01) -
How Good are Orthopaedic Surgeons at Interpreting ECGs?
by: Shariff Raheel, et al.
Published: (2010-12-01)
