Dies ist eine Übersichtsseite mit Metadaten zu dieser wissenschaftlichen Arbeit. Der vollständige Artikel ist beim Verlag verfügbar.
A detailed analysis of the KDD CUP 99 data set
4.632
Zitationen
4
Autoren
2009
Jahr
Abstract
During the last decade, anomaly detection has attracted the attention of many researchers to overcome the weakness of signature-based IDSs in detecting novel attacks, and KDDCUP'99 is the mostly widely used data set for the evaluation of these systems. Having conducted a statistical analysis on this data set, we found two important issues which highly affects the performance of evaluated systems, and results in a very poor evaluation of anomaly detection approaches. To solve these issues, we have proposed a new data set, NSL-KDD, which consists of selected records of the complete KDD data set and does not suffer from any of mentioned shortcomings.
Ähnliche Arbeiten
Anomaly detection
2009 · 10.815 Zit.
Data networks
1987 · 5.582 Zit.
An Architecture for Differentiated Service
1998 · 5.519 Zit.
Cryptography and Network Security: Principles and Practice
1998 · 4.415 Zit.
Toward Generating a New Intrusion Detection Dataset and Intrusion Traffic Characterization
2018 · 4.004 Zit.