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Innovation and Digital Transformation for a Sustainable World
August 23 2022, Accepted November 28 2022, Schwartz, Shunichi Homma, DeepaKumaraiah, David
Published December 5, 2022DOI J. Cohen, Mathew S. Maurer, Andrew J. Einstein,
https://doi.org/10.1038/s41598-022-25284- TamimNazif, Martin B. Leon, and Adler J. Perotte, "
Deep Learning Electrocardiographic Analysis for
[2] AnanyaMantravadi a, Siddharth Saini a, Sai Detection of Left-Sided Valvular Heart Disease ",
Chandra Teja R. c, Sparsh Mittal d, Shrimay Shah b, Journal of the American College of Cardiology,
Sri Devi R. e, Rekha Singhal f, " CLINet: A novel deep Volume 80, Issue 6, August 9 2022, Pages 613–626,
learning network for ECG signal classification", https://doi.org/10.1016/j.jacc.2022.05.029
Journal of ElectrocardiologyVolume 83, March–April
2024, Pages 41–48. [9] Armin Shoughi; Mohammad BagherDowlatshahi,
https://doi.org/10.1016/j.jelectrocard.2024.01.004 " A practical system based on CNN-BLSTM network
for accurate classification of ECG heartbeats of MIT-
[3] K.A. Sharada , KSN Sushma , V. Muthukumara BIH imbalanced dataset “, Published in 2021 26th
a
a
e
d
b
c
n , T.R. Mahesh , B. Swapna , S. Roopashree " High International Computer Conference, Computer Society
ECG diagnosis rate using novel machine learning of Iran (CSICC)Date of Conference: 03-04 March
techniques with Distributed Arithmetic (DA) based 2021Date Added to IEEE Xplore: May 7 2021ISBN
gated recurrent units ", Microprocessors and Information:DOI: 10.1109/CSICC52343.2021.94206
Microsystems, Volume 98, April 2023, 104796, 20Publisher: IEEEConference Location: Tehran,
https://doi.org/10.1016/j.micpro.2023.104796. Iran.
[4] Mohammed B. Abubaker; Bilal Babayiğit, " [10] Salah S. Al-Zaiti, Christian Martin-Gill, Jessica
Detection of Cardiovascular Diseases in ECG Images K. Zègre-Hemsey, ZeinebBouzid, ZiadFaramand,
Using Machine Learning and Deep Learning Methods Mohammad O. Alrawashdeh, Richard E. Gregg,
", IEEE Transactions on Artificial Intelligence ( Stephanie Helman, Nathan T. Riek, Karina Kraevsky-
Volume: 4, Issue: 2, April 2023) Page(s): 373 – 382 Phillips, Gilles Clermont, Murat Akcakaya, Susan M.
Date of Publication: March 15 2022 Electronic ISSN: Sereika, Peter Van Dam, Stephen W. Smith, Yochai
2691-4581 DOI: 10.1109/TAI.2022.3159505, Birnbaum, Samir Saba, Ervin Sejdic& Clifton W.
Publisher: IEEE. Callaway, “ Machine learning for ECG diagnosis and
risk stratification of occlusion myocardial infarction “,
[5] Eugenio Vocaturo; Ester Zumpano, " ECG Nature Medicine volume 29, pages1804–1813 (2023)
Analysis via Machine Learning Techniques: News and
Perspectives ", Published in 2021 IEEE International [11] Khaled Rjoob a, Raymond Bond a, Dewar Finlay
Conference on Bioinformatics and Biomedicine a, Victoria McGilligan b, Stephen,
(BIBM), Date of Conference: 09-12 December 2021, J. Leslie c, Ali Rababah a, Aleeha Iftikhar a, Daniel Gu
Date Added to IEEE Xplore: January 14 2022, ISBN ldenring a d, Charles Knoery c, Anne McShane e, Aaro
Information: Electronic ISBN:978-1-6654-0126-5, n Peace f, Peter W. Macfarlane g " Machine learning
Print on Demand(PoD) ISBN:978-1-6654-2982-5, and the electrocardiogram over two decades: Time
DOI: 10.1109/BIBM52615.2021.9669776, Publisher: series and meta-analysis of the algorithms, evaluation
IEEE, Conference Location: Houston, TX, USA metrics and applications ", Volume 132, October 2022,
102381, Artificial Intelligence in Medicine,
[6] Arunashis Sau1,2 and Fu Siong Ng1,2,3, “--The https://doi.org/10.1016/j.artmed.2022.102381.
emerging role of artificial intelligence-enabled
electrocardiograms in healthcare ", BMJMED [12] R.R. Bond, D.D. Finlay a C.D. Nugent a, C.
2023;2:e000193. doi:10.1136/ bmjmed-2022-000193 Breen b, D. Guldenring an M.J. Daly c " The effects of
Received: June 6 2022 Accepted: June 1 2023. electrode misplacement on clinicians' interpretation of
the standard 12-lead electrocardiogram ", European
[7] Singh, A.K., Krishnan, S. ECG signal feature Journal of Internal Medicine Volume 23, Issue 7,
extraction trends in methods and applications. October 2012, Pages 610-615
BioMedEngOnLine 22, 22 (2023).
https://doi.org/10.1186/s12938-023-01075-1, Received [13] ShaanKhurshid MD, MPH a b c " Clinical
October 26 2022, Accepted January 27 2023, perspectives on the adoption of the artificial
Published March 8 2023 DOI intelligence-enabled electrocardiogram ", Journal of
https://doi.org/10.1186/s12938-023-01075-1. Electrocardiology Volume 81, November–December
2023, Pages 142-145
[8] Pierre Elias, Timothy J. Poterucha, Vijay
Rajaram, Luca Matos Moller, Victor Rodriguez, [14] Mohammad Mahbubur Rahman Khan Mamun
ShreyasBhave, Rebecca T. Hahn, Geoffrey Tison, Sean *ORCID andTarekElfouly , “ AI-Enabled
A. Abreau, Joshua Barrios, Jessica Nicole Torres, J. Electrocardiogram Analysis for Disease Diagnosis “ ,
Weston Hughes, Marco V. Perez, Joshua Finer, Appl. Syst. Innov. 2023, 6(5), 95;
SusheelKodali, Omar Khalique, Nadira Hamid, Allan https://doi.org/10.3390/asi6050095 Submission
– 367 –