Random Forest Based Heart Disease Prediction
International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
www.ijsr.net | Open Access | Fully Refereed | Peer Reviewed International Journal

ISSN: 2319-7064

Views: 73 , Downloads: 51 | CTR: 70 % | Weekly Popularity: ⮙2

Research Paper | Computer Science & Engineering | India | Volume 10 Issue 2, February 2021

Random Forest Based Heart Disease Prediction

Adeen, Preeti Sondhi

The key explanation for a large number of deaths in the world over the last few decades is heart-related diseases or cardiovascular diseases (CVDs), which have emerged as the most life-threatening disease not just in India, but in the world as a whole. So, in order to identify such diseases in time for proper care, there is a need for a reliable, precise and feasible method. Algorithms and methods of machine learning have been applied to large data sets in the field of medicine for data processing. Several data mining and machine learning techniques are used by researchers to analyse vast data sets and assist in the accurate prediction of heart diseases. This paper analyses the Naïve Bayes, Help Vector Machine, Random Forest, supervised learning models to present a comparative analysis for the most effective algorithm. Random Forest has been found to have 95.08 % more precision compared to other algorithms.

Keywords: Heart diseases, Naïve Bayes, Support Vector Machine, Random Forest, Heart Disease Prediction

Edition: Volume 10 Issue 2, February 2021

Pages: 1669 - 1672

Share this Article

How to Cite this Article?

Adeen, Preeti Sondhi, "Random Forest Based Heart Disease Prediction", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=SR21225214148, Volume 10 Issue 2, February 2021, 1669 - 1672

73 PDF Views | 51 PDF Downloads

Download Article PDF



Similar Articles with Keyword 'Heart diseases'

Views: 1367 , Downloads: 439 | CTR: 32 % | Weekly Popularity: ⮙28

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 7, July 2020

Pages: 1454 - 1458

Heart Disease Prediction with Machine Learning Approaches

Megha Kamboj

Share this Article

Views: 73 , Downloads: 51 | CTR: 70 % | Weekly Popularity: ⮙2

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 2, February 2021

Pages: 1669 - 1672

Random Forest Based Heart Disease Prediction

Adeen, Preeti Sondhi

Share this Article

Views: 159 , Downloads: 106 | CTR: 67 % | Weekly Popularity: ⮙3

Review Papers, Computer Science & Engineering, India, Volume 3 Issue 5, May 2014

Pages: 1593 - 1596

Review on Heart Disease Diagnosis Based on Data Mining Techniques

Punam Bajaj, Preeti Gupta

Share this Article

Views: 149 , Downloads: 112 | CTR: 75 % | Weekly Popularity: ⮙4

Review Papers, Computer Science & Engineering, India, Volume 4 Issue 6, June 2015

Pages: 2929 - 2931

A Closure Looks to Data Mining Techniques for Prediction of Heart Disease

Rajwant Kaur, Sukhpreet Kaur

Share this Article

Views: 137 , Downloads: 114 | CTR: 83 % | Weekly Popularity: ⮙6

Research Paper, Computer Science & Engineering, Chad, Volume 5 Issue 5, May 2016

Pages: 1564 - 1571

Comparative Study of Data Mining Techniques on Heart Disease Prediction System: a case study for the ?Republic of Chad?

Alladoumbaye Ngueilbaye, Lin Lei, Hongzhi Wang

Share this Article

Similar Articles with Keyword 'Naïve Bayes'

Views: 1367 , Downloads: 439 | CTR: 32 % | Weekly Popularity: ⮙28

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 7, July 2020

Pages: 1454 - 1458

Heart Disease Prediction with Machine Learning Approaches

Megha Kamboj

Share this Article

Views: 73 , Downloads: 51 | CTR: 70 % | Weekly Popularity: ⮙2

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 2, February 2021

Pages: 1669 - 1672

Random Forest Based Heart Disease Prediction

Adeen, Preeti Sondhi

Share this Article

Views: 159 , Downloads: 117 | CTR: 74 % | Weekly Popularity: ⮙1

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 4, April 2020

Pages: 1653 - 1655

Breast Cancer Diagnosis and Prediction Using Machine Learning Algorithm

Shilpa M, C. Nandini

Share this Article

Views: 220 , Downloads: 128 | CTR: 58 % | Weekly Popularity: ⮙5

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 8, August 2020

Pages: 338 - 342

Fake News Detection Using Machine Learning Algorithms

Jagrati Sahu

Share this Article

Similar Articles with Keyword 'Support Vector Machine'

Views: 194 , Downloads: 120 | CTR: 62 % | Weekly Popularity: ⮙4

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 11, November 2020

Pages: 457 - 461

Artificial Intelligence for Hiring

Ishan Borker, Ashok Veda

Share this Article

Views: 52 , Downloads: 40 | CTR: 77 % | Weekly Popularity: ⮙14

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 3, March 2021

Pages: 376 - 379

Glaucoma Detection Using Support Vector Machine Algorithm

Aukif Yousuf Wani, Preeti Sondhi

Share this Article

Views: 59 , Downloads: 41 | CTR: 69 %

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 2, February 2021

Pages: 1682 - 1686

Support Vector Machine Based MRI Brain Tumor Detection

Nazima Yousuf, Mrigana Walia

Share this Article

Views: 73 , Downloads: 51 | CTR: 70 % | Weekly Popularity: ⮙2

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 2, February 2021

Pages: 1669 - 1672

Random Forest Based Heart Disease Prediction

Adeen, Preeti Sondhi

Share this Article

Views: 95 , Downloads: 62 | CTR: 65 % | Weekly Popularity: ⮙1

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 12, December 2020

Pages: 1615 - 1620

Traffic Sign Detection via Graph Based Ranking and Segmentation Algorithm

Premsai Cheedella

Share this Article

Similar Articles with Keyword 'Random Forest'

Views: 194 , Downloads: 120 | CTR: 62 % | Weekly Popularity: ⮙4

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 11, November 2020

Pages: 457 - 461

Artificial Intelligence for Hiring

Ishan Borker, Ashok Veda

Share this Article

Views: 1367 , Downloads: 439 | CTR: 32 % | Weekly Popularity: ⮙28

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 7, July 2020

Pages: 1454 - 1458

Heart Disease Prediction with Machine Learning Approaches

Megha Kamboj

Share this Article

Views: 73 , Downloads: 51 | CTR: 70 % | Weekly Popularity: ⮙2

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 2, February 2021

Pages: 1669 - 1672

Random Forest Based Heart Disease Prediction

Adeen, Preeti Sondhi

Share this Article

Views: 134 , Downloads: 103 | CTR: 77 % | Weekly Popularity: ⮙3

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 4 Issue 3, March 2015

Pages: 2133 - 2136

One Class Clustering Tree for Implementing Many to Many Data Linkage

Ravi R, Michael G

Share this Article

Views: 123 , Downloads: 107 | CTR: 87 % | Weekly Popularity: ⮙4

Comparative Studies, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014

Pages: 761 - 765

Comparative Study of Soft Computing Techniques on Medical Datasets

Mangesh Metkari, M.A. Pradhan

Share this Article

Similar Articles with Keyword 'Heart Disease Prediction'

Views: 1367 , Downloads: 439 | CTR: 32 % | Weekly Popularity: ⮙28

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 7, July 2020

Pages: 1454 - 1458

Heart Disease Prediction with Machine Learning Approaches

Megha Kamboj

Share this Article

Views: 73 , Downloads: 51 | CTR: 70 % | Weekly Popularity: ⮙2

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 2, February 2021

Pages: 1669 - 1672

Random Forest Based Heart Disease Prediction

Adeen, Preeti Sondhi

Share this Article

Views: 149 , Downloads: 112 | CTR: 75 % | Weekly Popularity: ⮙4

Review Papers, Computer Science & Engineering, India, Volume 4 Issue 6, June 2015

Pages: 2929 - 2931

A Closure Looks to Data Mining Techniques for Prediction of Heart Disease

Rajwant Kaur, Sukhpreet Kaur

Share this Article

Views: 137 , Downloads: 114 | CTR: 83 % | Weekly Popularity: ⮙6

Research Paper, Computer Science & Engineering, Chad, Volume 5 Issue 5, May 2016

Pages: 1564 - 1571

Comparative Study of Data Mining Techniques on Heart Disease Prediction System: a case study for the ?Republic of Chad?

Alladoumbaye Ngueilbaye, Lin Lei, Hongzhi Wang

Share this Article

Views: 177 , Downloads: 116 | CTR: 66 % | Weekly Popularity: ⮙5

Comparative Studies, Computer Science & Engineering, India, Volume 4 Issue 7, July 2015

Pages: 2120 - 2123

Comparative Study on Heart Disease Prediction System Using Data Mining Techniques

T. Revathi, S. Jeevitha

Share this Article
Top