JOURNAL ARTICLE

Efficient heart disease prediction system using decision tree

Abstract

Cardiovascular disease (CVD) is a big reason of morbidity and mortality in the current living style. Identification of Cardiovascular disease is an important but a complex task that needs to be performed very minutely, efficiently and the correct automation would be very desirable. Every human being can not be equally skillful and so as doctors. All doctors cannot be equally skilled in every sub specialty and at many places we don't have skilled and specialist doctors available easily. An automated system in medical diagnosis would enhance medical care and it can also reduce costs. In this study, we have designed a system that can efficiently discover the rules to predict the risk level of patients based on the given parameter about their health. The rules can be prioritized based on the user's requirement. The performance of the system is evaluated in terms of classification accuracy and the results shows that the system has great potential in predicting the heart disease risk level more accurately.

Keywords:
Identification (biology) Task (project management) Computer science Automation Disease Decision tree Specialty Machine learning Artificial intelligence Heart disease Risk analysis (engineering) Medical emergency Medicine Engineering Family medicine Pathology

Metrics

103
Cited By
11.17
FWCI (Field Weighted Citation Impact)
31
Refs
0.98
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Artificial Intelligence in Healthcare
Health Sciences →  Health Professions →  Health Information Management
Imbalanced Data Classification Techniques
Physical Sciences →  Computer Science →  Artificial Intelligence
Data Mining Algorithms and Applications
Physical Sciences →  Computer Science →  Information Systems

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