Classification Hardness for Supervised Learners on 20 Years of Intrusion Detection Data

Classification Hardness for Supervised Learners on 20 Years of Intrusion Detection Data

This article consolidates analysis of established (NSL-KDD) and new intrusion detection datasets (ISCXIDS2012, CICIDS2017, CICIDS2018) through the use of supervised machine learning (ML) algorithms. The uniformity in analysis procedure opens up the option to compare the obtained results. It also pro...

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Bibliographic Details
Main Authors: Laurens D'hooge, Tim Wauters, Bruno Volckaert, Filip De Turck
Format: Article
Language:English
Published: IEEE 2019-01-01
Series:IEEE Access
Subjects:
CICIDS2017
CICIDS2018
cyber security
intrusion detection
ISCXIDS2012
network security
Online Access:https://ieeexplore.ieee.org/document/8901110/

Internet

https://ieeexplore.ieee.org/document/8901110/

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