Paper Title
A Review Paper on the Application of Machine Learning in Healthcare: Advancements, Challenges, and Future Prospects
Article Identifiers
Authors
Rashmita Behera
Keywords
Machine Learning in Healthcare, Disease Diagnosis, Medical Imaging, Predictive Analytics, Ethical Concerns in AI
Abstract
The integration of machine learning (ML) in healthcare has revolutionized the industry, providing new possibilities for improving patient care, diagnosis, and treatment outcomes. ML algorithms are capable of processing vast amounts of complex medical data, identifying patterns that may not be evident to human clinicians, and making highly accurate predictions. This review explores key applications of ML in healthcare, including disease diagnosis, medical imaging, personalized treatment, and predictive analytics. Additionally, we examine the use of deep learning, natural language processing (NLP), and reinforcement learning to enhance medical research and clinical decision-making. The paper also addresses the challenges that come with the implementation of ML in healthcare, such as data quality, interpretability of models, generalization across diverse populations, and ethical concerns like patient privacy and algorithmic bias. Finally, we discuss future directions for ML in healthcare, focusing on emerging fields like federated learning, explainable AI, and precision medicine, which have the potential to further transform the healthcare landscape. By offering a comprehensive overview of current advancements and outlining the key challenges, this review provides insights into the growing role of ML in modern healthcare and the steps needed to ensure its responsible and effective adoption.
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How To Cite (APA)
Rashmita Behera (September-2024). A Review Paper on the Application of Machine Learning in Healthcare: Advancements, Challenges, and Future Prospects. INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT, 9(9), a697-a700. https://ijnrd.org/papers/IJNRD2409077.pdf
Issue
Volume 9 Issue 9, September-2024
Pages : a697-a700
Other Publication Details
Paper Reg. ID: IJNRD_300257
Published Paper Id: IJNRD2409077
Downloads: 000121983
Research Area: Humanities All
Country: Pune, Maharashtra, India
Published Paper PDF: https://ijnrd.org/papers/IJNRD2409077.pdf
Published Paper URL: https://ijnrd.org/viewpaperforall?paper=IJNRD2409077
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Journal Name: INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT(IJNRD)
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This work is licensed under a Creative Commons Attribution 4.0 International License and The Open Definition
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