TY - BOOK AU - Umer Ashraf (35648) TI - Machine learning approach to network intrusion detection U1 - 621.31 PY - 2025/// CY - Islamabad PB - (unpublished) KW - Electrical Engineering KW - logistic regression KW - Rondom forest KW - Discriminant KW - Prevention KW - FEAS N1 - A dissertation submitted in the partial fulfillment of the requirements for the degree of Master of Philosophy in the field of Electrical Engineering to Faculty of Engineering and Applied Sciences; Includes bibliographical references; Thesis supervisor: Dr. Saqib Amin; Thesis (MS)--Riphah International University, 2025 ER -