00828nam a22001697a 4500040003600000082001600036100002400052245006200076260003500138300004300173500020200216500004000418500003800458502005500496546001200551650009500563  cRiphah International University  a621.31bUME  aUmer Ashraf (35648)  aMachine learning approach to network intrusion detection   aIslamabadb(unpublished)c2025  axiv,  41+iii p.b: ill.c; 30 cm.e+CD  aA dissertation submitted in the partial fulfillment of the requirements for the degree of Master of Philosophy in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.  aIncludes bibliographical references  aThesis supervisor: Dr. Saqib Amin  aThesis (MS)--Riphah International University, 2025  aEnglish  aElectrical Engineeringvlogistic regressionvRondom forestvDiscriminantvPreventionvFEAS