Unsupervised anomaly detection for network traffic using artificial immune network

A detailed analysis of the KDD CUP 99 data set

Mahbod Tavallaee, Ebrahim Bagheri, Wei Lu et al. · 2009 · 4.8K citations · Full text

Computing, Computer Science, Cybersecurity +10

Subspace clustering for high dimensional data

Lance Parsons, Ehtesham Haque, Huan Liu · ACM SIGKDD Explorations Newsletter · 2004 · 1.3K citations

Computing, Computer Science, Data Science +13

Toward developing a systematic approach to generate benchmark datasets for intrusion detection

Ali Shiravi, Hadi Shiravi, Mahbod Tavallaee et al. · Computers & Security · 2012 · 1.3K citations

Computing, Computer Engineering, Computer Science +16

A hybrid machine learning approach to network anomaly detection

Taeshik Shon, Jongsub Moon · Information Sciences · 2007 · 447 citations

Computing, Computer Science, Information Technology +13

Mining anomalies using traffic feature distributions

Anukool Lakhina, Mark Crovella, Christophe Diot · ACM SIGCOMM Computer Communication Review · 2005 · 434 citations

Computing, Computer Science, Data Mining +13