HEART ATTACK PREDICTION SYSTEM USING ML CLASSIFICATION TECHNIQUES

  • Unique Paper ID: 201578
  • Volume: 12
  • Issue: 12
  • PageNo: 5205-5213
  • Abstract:
  • heart disease is a significant global health challenge, and accurate prediction of cardiovascular disease is essential for effective clinical intervention. Leveraging machine learning (ML) techniques, we have developed a predictive model that incorporates advanced feature engineering. Through meticulous model tuning, we achieved a remarkable accuracy of approximately 92.7%. Our approach demonstrates the effectiveness of feature engineering and model tuning in enhancing the accuracy of heart disease prediction.

Copyright & License

Copyright © 2026 Authors retain the copyright of this article. This article is an open access article distributed under the Creative Commons Attribution License which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

BibTeX

@article{201578,
        author = {G. Harshavardhan and Mr.C.Sathishkumar and J.Aswin and J.Haish Pritesh Kumar and K.Gokulraj},
        title = {HEART ATTACK PREDICTION SYSTEM USING ML CLASSIFICATION TECHNIQUES},
        journal = {International Journal of Innovative Research in Technology},
        year = {2026},
        volume = {12},
        number = {12},
        pages = {5205-5213},
        issn = {2349-6002},
        url = {https://ijirt.org/article?manuscript=201578},
        abstract = {heart disease is a significant global health challenge, and accurate prediction of cardiovascular disease is essential for effective clinical intervention. Leveraging machine learning (ML) techniques, we have developed a predictive model that incorporates advanced feature engineering. Through meticulous model tuning, we achieved a remarkable accuracy of approximately 92.7%. Our approach demonstrates the effectiveness of feature engineering and model tuning in enhancing the accuracy of heart disease prediction.},
        keywords = {Machine learning, heart disease prediction, feature engineering, feature selection, prediction model, classification algorithms, cardiovascular disease (CVD).},
        month = {May},
        }

Cite This Article

Harshavardhan, G., & Mr.C.Sathishkumar, , & J.Aswin, , & Kumar, J. P., & K.Gokulraj, (2026). HEART ATTACK PREDICTION SYSTEM USING ML CLASSIFICATION TECHNIQUES. International Journal of Innovative Research in Technology (IJIRT), 12(12), 5205–5213.

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