ML-based pre-deployment SDN performance prediction with neural network boosting regression

W Jiang, H Han, M He, W Gu - Expert Systems with Applications, 2024 - Elsevier
Software defined networking (SDN) has been proposed as an effective approach to improve
network management efficiency and increase network intelligence in various networks …

Can We Trust Synthetic Data in Medicine? A Sco** Review of Privacy and Utility Metrics

B Kaabachi, J Despraz, T Meurers, K Otte, M Halilovic… - medRxiv, 2023 - medrxiv.org
Introduction: Sharing and re-using health-related data beyond the scope of its initial
collection is essential for accelerating research, develo** robust and trustworthy machine …

Graph-Based Multi-Label Classification for WiFi Network Traffic Analysis

G Granato, A Martino, A Baiocchi, A Rizzi - Applied Sciences, 2022 - mdpi.com
Network traffic analysis, and specifically anomaly and attack detection, call for sophisticated
tools relying on a large number of features. Mathematical modeling is extremely difficult …

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 …, 2023 - ieeexplore.ieee.org
Wide Area Network (WAN) research benefits from the availability of realistic network
topologies, eg, as input to simulations, emulators, or testbeds. With the rise of Machine …

Comparing traditional and GAN-based approaches for the synthesis of wide area network topologies

K Dietz, M Seufert, T Hoßfeld - 2022 18th International …, 2022 - ieeexplore.ieee.org
Wide Area Network (WAN) research benefits from the availability of realistic network
topologies, eg, as input to simulations, emulators, or testbeds. With the rise of Machine …

Enhanced Machine Learning-Based SDN Controller Framework for Securing IoT Networks

N Karmous, MOE Aoueileyine, M Abdelkader… - International Conference …, 2023 - Springer
Abstract The Internet of Things (IoT) ecosystem consists of interconnected devices that work
together. It facilitates communication between devices, real-time data exchange and cloud …

ML-based SDN performance prediction

Z Liu - Applied and Computational Engineering, 2023 - ewadirect.com
Abstract Software-defined networking (SDN), a new type of network architecture with the
advantages of programmability and centralized management, has become a promising …