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INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT (IJCRT.ORG)

International Peer Reviewed & Refereed Journals, Open Access Journal

IJCRT Peer-Reviewed (Refereed) Journal as Per New UGC Rules.

ISSN Approved Journal No: 2320-2882 | Impact factor: 7.97 | ESTD Year: 2013

Call For Paper - Volume 14 | Issue 4 | Month- April 2026

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  Published Paper Details:

  Paper Title

HEART DISEASE PREDICTION USING MACHINE LEARNING

  Authors

  B. Venkata Harish,  S. Vishnu Koushik,  K. Surendra Kumar,  R. Ramesh Kumar

  Keywords

Machine learning, Decision Tree, K-nearest Neighbour, Coranary Heart Disease

  Abstract


As indicated by a new WHO study, coronary illness is on the ascent. 17.9 million people die each year. As the population grows, it becomes increasingly difficult to diagnose early and start treatment. However, with recent technological advances, machine learning technology has accelerated the healthcare sector through several studies. Thusly, the motivation behind this paper is to make a ML model for foreseeing coronary illness in view of the pertinent boundaries. The methodology includes supplanting invalid qualities, resampling, normalization, standardization, arrangement, and expectation. This work plans to anticipate the danger of CHD utilizing AI calculations like Random Forest, Decision Trees, and K-Nearest Neighbors. Additionally, a similar report among these calculations based on expectation exactness is performed. Further, K-overlay Cross Validation is utilized to produce arbitrariness in the information. These calculations are tested over "Framingham Heart Study" dataset, which is having 4240 records. In our exploratory examination,Decision Tree, and K-Nearest Neighbor accomplished a precision of 80% above respectively. This result shows that Random Forest provides more accurate predictions in less time compared to other ML techniques. This model may be useful to clinic physicians as a decision support system.

  IJCRT's Publication Details

  Unique Identification Number - IJCRT22A6587

  Paper ID - 220105

  Page Number(s) - e839-e843

  Pubished in - Volume 10 | Issue 6 | June 2022

  DOI (Digital Object Identifier) -   

  Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882

  E-ISSN Number - 2320-2882

  Cite this article

  B. Venkata Harish,  S. Vishnu Koushik,  K. Surendra Kumar,  R. Ramesh Kumar,   "HEART DISEASE PREDICTION USING MACHINE LEARNING", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.10, Issue 6, pp.e839-e843, June 2022, Available at :http://www.ijcrt.org/papers/IJCRT22A6587.pdf

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Call For Paper April 2026
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ISSN and 7.97 Impact Factor Details


ISSN
ISSN
ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
ISSN
ISSN and 7.97 Impact Factor Details


ISSN
ISSN
ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
ISSN
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