The filter feature weighting method is utilized to develop a weighted associative classifier (IGAC). IGAC is evaluated on three datasets and proved to have high predictability. In all cases, IGAC performs better than CAC. Based on the comparison of CAC and IGAC classifiers, they share a lot of rules but with