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Katharina Dietz
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ML-based performance prediction of SDN using simulated data from real and synthetic networks
K Dietz, N Gray, M Seufert, T Hossfeld
NOMS 2022-2022 IEEE/IFIP Network Operations and Management Symposium, 1-7, 2022
62022
High performance network metadata extraction using P4 for ML-based intrusion detection systems
N Gray, K Dietz, M Seufert, T Hossfeld
2021 IEEE 22nd International Conference on High Performance Switching and …, 2021
62021
Simulative evaluation of KPIs in SDN for topology classification and performance prediction models
N Gray, K Dietz, T Hossfeld
2020 16th International Conference on Network and Service Management (CNSM), 1-9, 2020
52020
Browser fingerprinting: How to protect machine learning models and data with differential privacy?
K Dietz, M Mühlhauser, M Seufert, N Gray, T Hoßfeld, D Herrmann
42021
Comparing traditional and GAN-based approaches for the synthesis of wide area network topologies
K Dietz, M Seufert, T Hoßfeld
2022 18th International Conference on Network and Service Management (CNSM …, 2022
32022
Marina: Realizing ML-Driven Real-Time Network Traffic Monitoring at Terabit Scale
M Seufert, K Dietz, N Wehner, S Geißler, J Schüler, M Wolz, A Hotho, ...
IEEE Transactions on Network and Service Management, 2024
22024
Want More WANs? Comparison of Traditional and GAN-Based Generation of Wide Area Network Topologies via Graph and Performance Metrics
K Dietz, M Seufert, T Hoßfeld
IEEE Transactions on Network and Service Management, 2023
22023
The Missing Link in Network Intrusion Detection: Taking AI/ML Research Efforts to Users
K Dietz, M Mühlhauser, J Kögel, S Schwinger, M Sichermann, M Seufert, ...
IEEE Access, 2024
2024
HALIDS: a Hardware-Assisted Machine Learning IDS for in-Network Monitoring
B Brandino, E Grampin, K Dietz, N Wehner, M Seufert, T Hoßfeld, P Casas
2024 8th Network Traffic Measurement and Analysis Conference (TMA), 1-4, 2024
2024
HALIDS: a hardware-assisted machine learning IDS for in-network monitoring [Poster]
B Brandino, E Grampin, K Dietz, N Wehner, M Seufert, T Hoßfeld, P Casas
2024
Moving down the stack: performance evaluation of packet processing technologies for stateful firewalls
K Dietz, N Gray, M Wolz, C Lorenz, T Hoßfeld, M Seufert
NOMS 2023-2023 IEEE/IFIP Network Operations and Management Symposium, 1-7, 2023
2023
Demystifying user-based active learning for network monitoring tasks
K Dietz, N Wehner, P Casas, T Hoßfeld, M Seufert
2023
Conference on Networked Systems 2021 (NetSys 2021)
K Dietz, M Mühlhauser, M Seufert, N Gray, T Hoßfeld, D Herrmann
Electronic Communications of the EASST 80, 2021
2021
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