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For: Nurmaini S, Darmawahyuni A, Sakti Mukti AN, Rachmatullah MN, Firdaus F, Tutuko B. Deep Learning-Based Stacked Denoising and Autoencoder for ECG Heartbeat Classification. Electronics 2020;9:135. [DOI: 10.3390/electronics9010135] [Citation(s) in RCA: 43] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Number Cited by Other Article(s)
1
Keivanimehr AR, Akbari M. TinyML and edge intelligence applications in cardiovascular disease: A survey. Comput Biol Med 2025;186:109653. [PMID: 39798504 DOI: 10.1016/j.compbiomed.2025.109653] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2024] [Revised: 01/01/2025] [Accepted: 01/01/2025] [Indexed: 01/15/2025]
2
Rekha C, Jayashree K. Leveraging Mask Autoencoder and Crossover Binary Sand Cat Algorithm for Early Detection of Glaucoma. Microsc Res Tech 2025. [PMID: 39957687 DOI: 10.1002/jemt.24805] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2024] [Revised: 10/19/2024] [Accepted: 01/05/2025] [Indexed: 02/18/2025]
3
Kapsecker M, Möller MC, Jonas SM. Disentangled representational learning for anomaly detection in single-lead electrocardiogram signals using variational autoencoder. Comput Biol Med 2025;184:109422. [PMID: 39581125 DOI: 10.1016/j.compbiomed.2024.109422] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2024] [Revised: 10/23/2024] [Accepted: 11/09/2024] [Indexed: 11/26/2024]
4
Darmawahyuni A, Nurmaini S, Tutuko B, Rachmatullah MN, Firdaus F, Sapitri AI, Islami A, Marcelino J, Isdwanta R, Perwira MI. An improved electrocardiogram arrhythmia classification performance with feature optimization. BMC Med Inform Decis Mak 2024;24:412. [PMID: 39736595 DOI: 10.1186/s12911-024-02822-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2024] [Accepted: 12/16/2024] [Indexed: 01/01/2025]  Open
5
Manivannan GS, Rajaguru H, S R, Talawar SV. Cardiovascular disease detection from cardiac arrhythmia ECG signals using artificial intelligence models with hyperparameters tuning methodologies. Heliyon 2024;10:e36751. [PMID: 39263121 PMCID: PMC11388751 DOI: 10.1016/j.heliyon.2024.e36751] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2024] [Revised: 08/05/2024] [Accepted: 08/21/2024] [Indexed: 09/13/2024]  Open
6
Wang J, Ji B, Lei Y, Liu T, Mao H, Yang X. Denoising magnetic resonance spectroscopy (MRS) data using stacked autoencoder for improving signal-to-noise ratio and speed of MRS. Med Phys 2023;50:7955-7966. [PMID: 37947479 PMCID: PMC10872746 DOI: 10.1002/mp.16831] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2023] [Revised: 10/05/2023] [Accepted: 10/25/2023] [Indexed: 11/12/2023]  Open
7
Ansari Y, Mourad O, Qaraqe K, Serpedin E. Deep learning for ECG Arrhythmia detection and classification: an overview of progress for period 2017-2023. Front Physiol 2023;14:1246746. [PMID: 37791347 PMCID: PMC10542398 DOI: 10.3389/fphys.2023.1246746] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2023] [Accepted: 08/28/2023] [Indexed: 10/05/2023]  Open
8
Xu X, Xu H, Wang L, Zhang Y, Xaio F. Hygeia: A Multilabel Deep Learning-Based Classification Method for Imbalanced Electrocardiogram Data. IEEE/ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS 2023;20:2480-2493. [PMID: 35605003 DOI: 10.1109/tcbb.2022.3176905] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
9
Wang J, Sohn JJ, Lei Y, Nie W, Zhou J, Avery S, Liu T, Yang X. Deep learning-based protoacoustic signal denoising for proton range verification. Biomed Phys Eng Express 2023;9:10.1088/2057-1976/acd257. [PMID: 37141867 PMCID: PMC11741904 DOI: 10.1088/2057-1976/acd257] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2023] [Accepted: 05/04/2023] [Indexed: 05/06/2023]
10
Martínez-Sellés M, Marina-Breysse M. Current and Future Use of Artificial Intelligence in Electrocardiography. J Cardiovasc Dev Dis 2023;10:jcdd10040175. [PMID: 37103054 PMCID: PMC10145690 DOI: 10.3390/jcdd10040175] [Citation(s) in RCA: 22] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2023] [Revised: 04/14/2023] [Accepted: 04/16/2023] [Indexed: 04/28/2023]  Open
11
Munagala NK, Langoju LRR, Rani AD, Reddy DK. Optimised ensemble learning-based IoT-enabled heart disease monitoring system: an optimal fuzzy ranking concept. COMPUTER METHODS IN BIOMECHANICS AND BIOMEDICAL ENGINEERING: IMAGING & VISUALIZATION 2023. [DOI: 10.1080/21681163.2022.2162439] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
12
Tutuko B, Darmawahyuni A, Nurmaini S, Tondas AE, Naufal Rachmatullah M, Teguh SBP, Firdaus F, Sapitri AI, Passarella R. DAE-ConvBiLSTM: End-to-end learning single-lead electrocardiogram signal for heart abnormalities detection. PLoS One 2022;17:e0277932. [PMID: 36584187 PMCID: PMC9803308 DOI: 10.1371/journal.pone.0277932] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2022] [Accepted: 11/08/2022] [Indexed: 01/01/2023]  Open
13
Yang M, Liu W, Zhang H. A robust multiple heartbeats classification with weight-based loss based on convolutional neural network and bidirectional long short-term memory. Front Physiol 2022;13:982537. [PMID: 36545286 PMCID: PMC9760867 DOI: 10.3389/fphys.2022.982537] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Accepted: 11/18/2022] [Indexed: 12/09/2022]  Open
14
A Reparameterization Multifeature Fusion CNN for Arrhythmia Heartbeats Classification. COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE 2022;2022:7401175. [DOI: 10.1155/2022/7401175] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/20/2022] [Revised: 10/25/2022] [Accepted: 11/03/2022] [Indexed: 11/25/2022]
15
Qiu L, Zhang M, Zhu W, Wang L. A lightweight U-net for ECG denoising using knowledge distillation. Physiol Meas 2022;43. [PMID: 36179721 DOI: 10.1088/1361-6579/ac96cd] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2022] [Accepted: 09/30/2022] [Indexed: 02/07/2023]
16
Irfan S, Anjum N, Althobaiti T, Alotaibi AA, Siddiqui AB, Ramzan N. Heartbeat Classification and Arrhythmia Detection Using a Multi-Model Deep-Learning Technique. SENSORS (BASEL, SWITZERLAND) 2022;22:s22155606. [PMID: 35957162 PMCID: PMC9370835 DOI: 10.3390/s22155606] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/13/2022] [Revised: 07/14/2022] [Accepted: 07/18/2022] [Indexed: 05/25/2023]
17
Karri M, Annavarapu CSR, Pedapenki KK. A Real-Time Cardiac Arrhythmia Classification Using Hybrid Combination of Delta Modulation, 1D-CNN and Blended LSTM. Neural Process Lett 2022. [DOI: 10.1007/s11063-022-10949-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
18
Channel-Wise Average Pooling and 1D Pixel-Shuffle Denoising Autoencoder for Electrode Motion Artifact Removal in ECG. APPLIED SCIENCES-BASEL 2022. [DOI: 10.3390/app12146957] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
19
A Survey on Deep Learning-Based Change Detection from High-Resolution Remote Sensing Images. REMOTE SENSING 2022. [DOI: 10.3390/rs14071552] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
20
Short Single-Lead ECG Signal Delineation-Based Deep Learning: Implementation in Automatic Atrial Fibrillation Identification. SENSORS 2022;22:s22062329. [PMID: 35336500 PMCID: PMC8953093 DOI: 10.3390/s22062329] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/28/2022] [Revised: 03/09/2022] [Accepted: 03/14/2022] [Indexed: 01/27/2023]
21
Raja MAZ, Awan SE, Shoaib M, Awais M. Backpropagated Intelligent Networks for the Entropy Generation and Joule Heating in Hydromagnetic Nanomaterial Rheology Over Surface with Variable Thickness. ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING 2022. [DOI: 10.1007/s13369-022-06667-y] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
22
Siouda R, Nemissi M, Seridi H. A random deep neural system for heartbeat classification. EVOLVING SYSTEMS 2022. [DOI: 10.1007/s12530-022-09429-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
23
Pradhan BK, Jarzębski M, Gramza-Michałowska A, Pal K. Automated Detection of Caffeinated Coffee-Induced Short-Term Effects on ECG Signals Using EMD, DWT, and WPD. Nutrients 2022;14:885. [PMID: 35215531 PMCID: PMC8875083 DOI: 10.3390/nu14040885] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2022] [Revised: 02/17/2022] [Accepted: 02/17/2022] [Indexed: 01/27/2023]  Open
24
Liu X, Wang H, Li Z, Qin L. Deep learning in ECG diagnosis: A review. Knowl Based Syst 2021. [DOI: 10.1016/j.knosys.2021.107187] [Citation(s) in RCA: 25] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
25
Idrobo-Ávila E, Loaiza-Correa H, Muñoz-Bolaños F, van Noorden L, Vargas-Cañas R. A Proposal for a Data-Driven Approach to the Influence of Music on Heart Dynamics. Front Cardiovasc Med 2021;8:699145. [PMID: 34490368 PMCID: PMC8417899 DOI: 10.3389/fcvm.2021.699145] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2021] [Accepted: 07/20/2021] [Indexed: 11/13/2022]  Open
26
Indoor Positioning System in Learning Approach Experiments. JOURNAL OF ELECTRICAL AND COMPUTER ENGINEERING 2021. [DOI: 10.1155/2021/6592562] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
27
Jahmunah V, Ng EYK, San TR, Acharya UR. Automated detection of coronary artery disease, myocardial infarction and congestive heart failure using GaborCNN model with ECG signals. Comput Biol Med 2021;134:104457. [PMID: 33991857 DOI: 10.1016/j.compbiomed.2021.104457] [Citation(s) in RCA: 31] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2021] [Revised: 04/22/2021] [Accepted: 04/26/2021] [Indexed: 01/02/2023]
28
An ECG Denoising Method Based on the Generative Adversarial Residual Network. COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE 2021. [DOI: 10.1155/2021/5527904] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
29
Siouda R, Nemissi M, Seridi H. ECG beat classification using neural classifier based on deep autoencoder and decomposition techniques. PROGRESS IN ARTIFICIAL INTELLIGENCE 2021. [DOI: 10.1007/s13748-021-00243-5] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
30
Song W, Wang W, Jiang F. Intelligent Diagnosis Method Based on 2DECG Model. INT J PATTERN RECOGN 2021. [DOI: 10.1142/s0218001421590072] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
31
A Review of Plant Phenotypic Image Recognition Technology Based on Deep Learning. ELECTRONICS 2021. [DOI: 10.3390/electronics10010081] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
32
Implementation of Autoencoders with Systolic Arrays through OpenCL. ELECTRONICS 2021. [DOI: 10.3390/electronics10010070] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
33
Electrocardiogram signal classification for automated delineation using bidirectional long short-term memory. INFORMATICS IN MEDICINE UNLOCKED 2021. [DOI: 10.1016/j.imu.2020.100507] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]  Open
34
Improving Classification Accuracy of Hand Gesture Recognition Based on 60 GHz FMCW Radar with Deep Learning Domain Adaptation. ELECTRONICS 2020. [DOI: 10.3390/electronics9122140] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
35
Recommendation System Using Autoencoders. APPLIED SCIENCES-BASEL 2020. [DOI: 10.3390/app10165510] [Citation(s) in RCA: 25] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
36
Optimizing the Performance of Breast Cancer Classification by Employing the Same Domain Transfer Learning from Hybrid Deep Convolutional Neural Network Model. ELECTRONICS 2020. [DOI: 10.3390/electronics9030445] [Citation(s) in RCA: 39] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
37
Deep Learning Models for Classification of Red Blood Cells in Microscopy Images to Aid in Sickle Cell Anemia Diagnosis. ELECTRONICS 2020. [DOI: 10.3390/electronics9030427] [Citation(s) in RCA: 53] [Impact Index Per Article: 10.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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