KIT - TM - Über uns - Mitarbeiter

Open
Title	Topics
According to my Fields of Interest - Contact me for information	Traffic Monitoring, Synthesis and Classification
Comparative Evaluation of Software- and Hardware-based Visual Traffic Monitoring	Network security
Multi-label Classification for Parallel Port Scan Source Identification	Traffic Monitoring, Machine Learning
Design and Implementation of Dynamic Resolution Adjustment for Visual Traffic Monitoring	Traffic Monitoring
Visual Data Augmentation to Improve ML-based DDoS Mitigation	Data Augmentation, Machine Learning, DDoS Mitigation
Multi-Pattern DDoS Mitigation through Federatedly Trained Image Segmentation	Machine Learning, Computer Vision, DDoS Mitigation

Ongoing/completed
Title	Person in charge
Efficient Detection of Portscans with Convolutional Neural Networks	Robin MIller
Privacy-preserving Multi-pattern DDoS Detection with Federated Training	Julian Hohenöcker
Datenvermehrung zur Verbesserung bildbasierter Detektion volumetrischer DDoS Angriffe	Rafik Abdalla
Cascading Mitigation of Volumetric DDoS Attacks with CNNs	Tim Marx
Traffic Burstiness and its Correlation with Buffer Utilization Metrics	Philipp Ludwig Waldemar Berdesinski
Evaluation of IP-Based Network Filter Rules for DDoS Mitigation by Quantifying Differences to Generated Rule Sets	Robert Brede
Machine Learning for Responsive Detection of Volumetric DDoS Attacks	Johannes Eveslage
Investigation of Burstiness Metrics in Correlation to Buffer Utilization	Pol Pir Ben Coenen
Data Augmentation of Attack Traffic through Probabilistic DDoS Scenario Modelling	Benedikt Rittner

Publications