Heart Guard AI: Smart Detection and Classification using Neural Networks

Pranay Singh; D.Lokesh Ram; Prateek Kumar; Raunak Kumar; Prof. Manasa T P

Heart Guard AI: Smart Detection and Classification using Neural Networks

May 2024

Vol-10, Issue-3

Paper ID: 23698

ISSN: 2395-4396

Downloads: 0

Abstract & Details

Research Area

Computer Science and Engineering

Keywords

Cardiovascular disease Heart disease Chest pain classification Machine learning Predictive modeling Healthcare Clinical decision-making Neural networks.

Abstract

This research project focuses on the prediction and classification of heart diseases using machine learning techniques, particularly neural network architecture. The primary objective is to accurately identify various types of heart diseases and assess the likelihood of their occurrence. The proposed system not only predicts the presence of heart disease but also suggests follow-up actions or treatment recommendations based on the analysis. A neural network-based model is developed to classify heart diseases into distinct categories with high accuracy and efficiency. Comparative analysis of various machine learning algorithms such as KNN, ANN, SVM, Naive Bayes, and Decision trees is conducted to evaluate performance. By integrating artificial intelligence into healthcare, this project aims to provide a user-friendly solution for individuals to monitor their heart health effectively, contributing to advancements in cardiovascular disease detection and management.

License

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

Author Information

#	Name	Institute / Affiliation
1	Pranay Singh	Bangalore Institute of Technology(BIT)
2	D.Lokesh Ram	Bangalore Institute of Technology(BIT)
3	Prateek Kumar	Bangalore Institute of Technology(BIT)
4	Raunak Kumar	Bangalore Institute of Technology(BIT)
5	Prof. Manasa T P	Bangalore Institute of Technology(BIT)

How to Cite

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

APA Style

Singh, Pranay, Ram, D.Lokesh, Kumar, Prateek, Kumar, Raunak, & P, Prof. Manasa T (2024). Heart Guard AI: Smart Detection and Classification using Neural Networks. International Journal of Advance Research and Innovative Ideas In Education, 10(3), 1161-1170.

MLA Style

Singh, Pranay, et al. "Heart Guard AI: Smart Detection and Classification using Neural Networks." International Journal of Advance Research and Innovative Ideas In Education, vol. 10, no. 3, 2024, pp. 1161-1170.

IEEE Style

Pranay Singh, D.Lokesh Ram, Prateek Kumar, Raunak Kumar, and Prof. Manasa T P, "Heart Guard AI: Smart Detection and Classification using Neural Networks," International Journal of Advance Research and Innovative Ideas In Education, vol. 10, no. 3, pp. 1161-1170, 2024.

Vancouver Style

Singh Pranay, Ram D.Lokesh, Kumar Prateek, Kumar Raunak, P Prof. Manasa T. Heart Guard AI: Smart Detection and Classification using Neural Networks. International Journal of Advance Research and Innovative Ideas In Education. 2024;10(3):1161-1170.

Harvard Style

Singh, Pranay, Ram, D.Lokesh, Kumar, Prateek, Kumar, Raunak, & P, Prof. Manasa T (2024) 'Heart Guard AI: Smart Detection and Classification using Neural Networks', International Journal of Advance Research and Innovative Ideas In Education, 10(3), pp. 1161-1170.

Chicago Style

Singh, Pranay, et al. "Heart Guard AI: Smart Detection and Classification using Neural Networks." International Journal of Advance Research and Innovative Ideas In Education 10, no. 3 (2024): 1161-1170.

Turabian Style

Singh, Pranay, et al. "Heart Guard AI: Smart Detection and Classification using Neural Networks." International Journal of Advance Research and Innovative Ideas In Education 10, no. 3 (2024): 1161-1170.