DeepAI
Log In Sign Up

Heart Disease Prediction System using Associative Classification and Genetic Algorithm

03/24/2013
by   M. Akhil Jabbar, et al.
0

Associative classification is a recent and rewarding technique which integrates association rule mining and classification to a model for prediction and achieves maximum accuracy. Associative classifiers are especially fit to applications where maximum accuracy is desired to a model for prediction. There are many domains such as medical where the maximum accuracy of the model is desired. Heart disease is a single largest cause of death in developed countries and one of the main contributors to disease burden in developing countries. Mortality data from the registrar general of India shows that heart disease are a major cause of death in India, and in Andhra Pradesh coronary heart disease cause about 30 develop a decision support system for predicting heart disease of a patient. In this paper we propose efficient associative classification algorithm using genetic approach for heart disease prediction. The main motivation for using genetic algorithm in the discovery of high level prediction rules is that the discovered rules are highly comprehensible, having high predictive accuracy and of high interestingness values. Experimental Results show that most of the classifier rules help in the best prediction of heart disease which even helps doctors in their diagnosis decisions.

READ FULL TEXT
12/10/2020

An IoT Framework for Heart Disease Prediction based on MDCNN Classifier

Nowadays, heart disease is the leading cause of death worldwide. Predict...
01/01/2021

Early Prediction of Heart Disease Using PCA and Hybrid Genetic Algorithm with k-Means

Worldwide research shows that millions of lives lost per year because of...
12/17/2020

A Fast Algorithm for Heart Disease Prediction using Bayesian Network Model

Cardiovascular disease is the number one cause of death all over the wor...
08/22/2018

On Deep Neural Networks for Detecting Heart Disease

Heart disease is the leading cause of death, and experts estimate that a...
08/19/2018

Deep Mask For X-ray Based Heart Disease Classification

We build a deep learning model to detect and classify heart disease usin...
11/19/2021

SNPs Filtered by Allele Frequency Improve the Prediction of Hypertension Subtypes

Hypertension is the leading global cause of cardiovascular disease and p...