Different soft-computing based methods have been proposed in recent years for the development of intrusion detection systems. The purpose of this work is to development. implement and evaluate an anomaly off-line based intrusion detection system using three techniques; data mining association rules. decision trees. https://www.foldlyers.shop/product-category/5/