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Quantum machine learning-based framework to detect heart failures in Healthcare 4.0
Faculty
Computer Science
Year:
2024
Type of Publication:
ZU Hosted
Pages:
168-185
Authors:
Wael Said AbdelMageed Mohamed
Staff Zu Site
Abstract In Staff Site
Journal:
Journal of Software: Practice and Experience John Wiley & Sons Ltd.
Volume:
54
Keywords :
Quantum machine learning-based framework , detect heart
Abstract:
Quantum machine learning (QML) is an emerging field that combines the power of quantum computing with machine learning (ML) techniques to solve complex problems. In recent years, QML algorithms have shown tremendous potential in various applications such as image recognition, natural language processing, health care, finance, and drug discovery. QML algorithms aim to reduce computation costs and solve complex problems beyond the scope of classical machine learning algorithms. In this article, we study the performance of two QML algorithms, that is, quantum support vector classifiers (QSVC) and variational quantum classifiers (VQC), for chronic heart disease prediction in Healthcare 4.0. The performance of the two classifiers is assessed using different evaluation metrics like accuracy, precision, recall, and F1 score. The authors concluded the superior performance of QSVC over VQC with an accuracy of 82%.
Author Related Publications
Wael Said AbdelMageed Mohamed, "A big data approach to sentiment analysis using greedy feature selection with cat swarm optimization-based long short-term memory neural networks", Springer Nature, 2018
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Wael Said AbdelMageed Mohamed, "Improving the reconstruction of dental occlusion using a reconstructed‑based identical matrix point technique", Springer Nature Switzerland AG, 2021
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Wael Said AbdelMageed Mohamed, "Connection-Adjustable Network Slicing Process for Heterogeneous Service Handling in Real-Time Applications", American Scientific Publishers, 2022
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Wael Said AbdelMageed Mohamed, "Space Division Multiple Access for Cellular V2X Communications", Tech Science Press, 2022
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Wael Said AbdelMageed Mohamed, "A Multi-Factor Authentication-Based Framework for Identity Management in Cloud Applications", Tech Science Press, 2021
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Department Related Publications
Ahmed Salah Mohamed Mostafa, "Cluster-Distribute-Align-Merge: A General Algorithm to Speed Up Multiple Sequence Alignment on Multi-Core Computers", Journal of Computational and Theoretical Nanoscience, 2014
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Zaher Awad Aboelenieen Elhendy, "NEW APPROACH TO IMAGE EDGE DETECTION BASED ON QUANTUM ENTROPY", JOURNAL OF RUSSIAN LASER RESEARCH, 2016
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Sarah AbdelRazek Ahmed AbdulHameid, "Cloud Storage Forensics: Survey", International Journal of Engineering Trends and Technology (IJETT), 2017
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Doaa El-Shahat Barakat Mohammed, "A modified hybrid whale optimization algorithm for the scheduling problem in multimedia data objects", Wiley online library, 2019
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Abdallah Gamal abdallah mahmoud, "A novel model for evaluation Hospital medical care systems based on plithogenic sets", Elsevier B.V., 2019
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