. Our approach outperformed all of the classifiers available in WEKA for each model of the all of the 0 data sets, even reaching 000% accuracy in predicting the activity classification of the inhibitor sets, Ache inhibitors and Cytochrome P000 C00. A total number of 00 QSAR models were built in this study for 0 inhibitor sets, and in 00 of them the accuracy of our methodology exceeded the accuracy of the second best classifier with more than 00%. Through all of the 00 models, the smallest difference in the accuracies is 0.00% and the largest difference is 00.00%.  