IntelliHealth: A medical decision support application using a novel weighted multi-layer classifier ensemble framework.

•Extensive research has been conducted on disease prediction.•An optimal combination of classifiers is presented with multi-layer classification.•The ensemble approach uses bagging with multi-objective optimized weighted.•Comparison with existing techniques show superiority of our ensemble.•An application named “IntelliHealth” has been developed.