Adrien Schoen
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Network Traffic Generation for Evaluation of Intrusion Detection Tools: Machine learning based generation of synthetic network flows Open
The increasing reliance on digital infrastructures has made cybersecurity a critical global concern. Network Intrusion Detection Systems (NIDS) play a vital role in safeguarding network communications by detecting malicious activities. How…
FlowChronicle: Synthetic Network Flow Generation through Pattern Set Mining Open
Network traffic datasets are regularly criticized, notably for the lack of realism and diversity in their attack or benign traffic. Generating synthetic network traffic using generative machine learning techniques is a recent area of resea…
A Tale of Two Methods: Unveiling the Limitations of GAN and the Rise of Bayesian Networks for Synthetic Network Traffic Generation Open
International audience