INTERNATIONAL CENTER FOR RESEARCH AND RESOURCE DEVELOPMENT

ICRRD QUALITY INDEX RESEARCH JOURNAL

ISSN: 2773-5958, https://doi.org/10.53272/icrrd

Application of Information Gain Based Weighted LVQ for Heart Disease Diagnosis

Application of Information Gain Based Weighted LVQ for Heart Disease Diagnosis

 

In this paper, an Information Gain based Weighted Linear Vector Quantization (IG-WLVQ) is applied to heart dataset available in UCI machine learning repository for prediction of heart disease. It considers all attributes of the data set. The IG-WLVQ method weights the attributes according to their information gain while training the dataset. It is found that the classification accuracy approaches to 98.9%.

 

Keywords: LVQ, IG-WLVQ, ML