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All Journal International Journal of Informatics, Information System and Computer Engineering (INJIISCOM)
Adnan Mohsin Abdulazeez
Duhok Polytechnic University, Duhok, Iraq
Computer Science & IT Electrical & Electronics Engineering Engineering Industrial & Manufacturing Engineering Mechanical Engineering

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Classification of Heart Diseases Based on Machine Learning: A Review Adnan Mohsin Abdulazeez; Shereen Sadiq Hasan
International Journal of Informatics, Information System and Computer Engineering (INJIISCOM) Vol. 6 No. 1 (2025): INJIISCOM: VOLUME 6, ISSUE 1, JUNE 2025
Publisher : Universitas Komputer Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.34010/injiiscom.v6i1.13600

Abstract

This review emphasizes the critical need for the early and accurate diagnosis of cardiovascular diseases (CVDs), a leading global cause of mortality. Recent advancements in machine learning (ML) offer promising solutions for classifying cardiac disorders and enhancing healthcare practices. This article discusses the benefits and limitations of current ML algorithms, evaluating supervised learning techniques (e.g., support vector machines, decision trees, and neural networks) and unsupervised methods (e.g., clustering algorithms) in identifying significant patterns within diverse datasets. Furthermore, it explores ensemble approaches and deep learning to improve classification accuracy. Ultimately, this study highlights ML's transformative potential in advancing heart disease diagnosis, improving patient outcomes, and reducing healthcare costs. 
Co-Authors Shereen Sadiq Hasan