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Nowadays, wireless network security has a considerable attention. However, wireless communication faces several security threats. Consequently, several security efforts have been exerted to combat the wireless attacks, but unfortunately complete attack prevention is not realistically attainable. Thus, the emphasis on detecting intrusions through a second line of defense, in the form of Intrusion Detection System (IDS), is increasing. Selecting an effective and appropriate IDS system should take its functionality and performance evaluation into account. Unbiased and reliable evaluation necessarily depends on a well-engineered evaluation methodology. Dealing with this challenge, this paper proposed a holistic methodology for IDSs evaluation in wireless networks. Our methodology includes all necessary and sufficient tasks for IDSs evaluation. Also, we present holistic taxonomies of wireless IDSs and wireless security attacks from the perspective of the IDS evaluator.