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KDD Cup 99 Data Sets: A Perspective on the Role of Data Sets in Network Intrusion Detection Research
Journal article   Peer reviewed

KDD Cup 99 Data Sets: A Perspective on the Role of Data Sets in Network Intrusion Detection Research

Kamran Siddique, Zahid Akhtar, Farrukh Aslam Khan, Yangwoo Kim and Aftab Aslam Parwaz Khan
Computer (Long Beach, Calif.), Vol.52(2), pp.41-51
01/02/2019
DOI: https://doi.org/10.1109/MC.2018.2888764

Abstract

Data mining Feature extraction Intrusion detection Machine learning Principal component analysis Support vector machines Training data
Many consider the KDD Cup 99 data sets to be outdated and inadequate. Therefore, the extensive use of these data sets in recent studies to evaluate network intrusion detection systems is a matter of concern. We contribute to the literature by addressing these concerns.

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