Advancements in Machine Learning for the Detection of Human Heart Diseases

M Vindhya; Krithick Narayan D; Dr. UMADEVI RAMAMOORTHY

Advancements in Machine Learning for the Detection of Human Heart Diseases

July 2024

Vol-10, Issue-4

Paper ID: 24499

ISSN: 2395-4396

Downloads: 0

Abstract & Details

Research Area

machine learning

Keywords

Machine Learning Heart Disease Detection Cardiology Informatics Predictive Analytics Health Data Analysis Algorithmic Diagnosis Cardiovascular Risk Prediction Artificial Intelligence in Healthcare Medical Decision Support Systems Pattern Recognition in Cardiology.

Abstract

This review paper delves into the application of machine learning techniques in the early detection and diagnosis of heart disease, an area that continues to challenge healthcare professionals worldwide. With cardiovascular diseases leading as a major cause of mortality, timely and accurate detection can significantly impact patient outcomes. This paper provides an accessible overview of current ML methods used to analyse and interpret complex cardiovascular data. We explore various algorithms, including decision trees, support vector machines, and neural networks, which are instrumental in recognizing patterns and predicting heart disease risks with increasing precision. Key studies and breakthroughs in the field are summarized to present a clear picture of where we stand and what the future may hold for ML in cardiology. Through this paper, readers will gain insights into the state-of-the-art ML tools transforming heart disease detection and the ongoing quest for models that are as robust and interpretable as they are effective.

License

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author Information

#	Name	Institute / Affiliation
1	M Vindhya	CMR University
2	Krithick Narayan D	CMR University
3	Dr. UMADEVI RAMAMOORTHY	CMR University

How to Cite

Use the following formats to cite this article in your research.

APA Style

Vindhya, M, D, Krithick Narayan, & RAMAMOORTHY, Dr. UMADEVI (2024). Advancements in Machine Learning for the Detection of Human Heart Diseases. International Journal of Advance Research and Innovative Ideas In Education, 10(4), 276-281.

MLA Style

Vindhya, M, et al. "Advancements in Machine Learning for the Detection of Human Heart Diseases." International Journal of Advance Research and Innovative Ideas In Education, vol. 10, no. 4, 2024, pp. 276-281.

IEEE Style

M Vindhya, Krithick Narayan D, and Dr. UMADEVI RAMAMOORTHY, "Advancements in Machine Learning for the Detection of Human Heart Diseases," International Journal of Advance Research and Innovative Ideas In Education, vol. 10, no. 4, pp. 276-281, 2024.

Vancouver Style

Vindhya M, D Krithick Narayan, RAMAMOORTHY Dr. UMADEVI. Advancements in Machine Learning for the Detection of Human Heart Diseases. International Journal of Advance Research and Innovative Ideas In Education. 2024;10(4):276-281.

Harvard Style

Vindhya, M, D, Krithick Narayan, & RAMAMOORTHY, Dr. UMADEVI (2024) 'Advancements in Machine Learning for the Detection of Human Heart Diseases', International Journal of Advance Research and Innovative Ideas In Education, 10(4), pp. 276-281.

Chicago Style

Vindhya, M, Krithick Narayan D, and Dr. UMADEVI RAMAMOORTHY. "Advancements in Machine Learning for the Detection of Human Heart Diseases." International Journal of Advance Research and Innovative Ideas In Education 10, no. 4 (2024): 276-281.

Turabian Style

Vindhya, M, Krithick Narayan D, and Dr. UMADEVI RAMAMOORTHY. "Advancements in Machine Learning for the Detection of Human Heart Diseases." International Journal of Advance Research and Innovative Ideas In Education 10, no. 4 (2024): 276-281.