907 citations · 922 across the 2 of their papers we have counts for
3 papers
Comparison of System Call Representations for Intrusion Detection
Sarah Wunderlich, Markus Ring, Dieter Landes +1
Over the years, artificial neural networks have been applied successfully in many areas including IT security. Yet, neural networks can only process continuous input data. This is…
A Survey of Network-based Intrusion Detection Data Sets
Markus Ring, Sarah Wunderlich, Deniz Scheuring +2
Labeled data sets are necessary to train and evaluate anomaly-based network intrusion detection systems. This work provides a focused literature survey of data sets for network-bas…
Flow-based Network Traffic Generation using Generative Adversarial Networks
Markus Ring, Daniel Schlör, Dieter Landes +1
Flow-based data sets are necessary for evaluating network-based intrusion detection systems (NIDS). In this work, we propose a novel methodology for generating realistic flow-based…