Intrusion detection systems (IDSs) are one of the promising tools for protecting data and networks; many classification algorithms, such as neural network (NN), Naive Bayes (NB), decision tree (DT), support vector machine (SVM) have been used IDS in last decades. However, these classifiers is not working well if they applied alone without any other algorithms that can tune parameters or choose ...