Reducing U2R and R2L category false negative rates with support vector machines

The KDD Cup '99 is commonly used dataset for training and testing IDS machine learning algorithms. Some of the major downsides of the dataset are the distribution and the proportions of U2R and R2L instances, which represent the most dangerous attack types, as well as the existence of...

Full description

Bibliographic Details
Main Authors: Maček Nemanja, Milosavljević Milan
Format: Article
Language:English
Published: Faculty of Technical Sciences in Cacak 2014-01-01
Series:Serbian Journal of Electrical Engineering
Subjects:
Online Access:http://www.doiserbia.nb.rs/img/doi/1451-4869/2014/1451-48691400015M.pdf