Search Results for author: Raouf Boutaba

Found 4 papers, 2 papers with code

Generalizable Resource Scaling of 5G Slices using Constrained Reinforcement Learning

no code implementations15 Jun 2023 Muhammad Sulaiman, Mahdieh Ahmadi, Mohammad A. Salahuddin, Raouf Boutaba, Aladdin Saleh

In addition, it provides robustness against uncertain network conditions, generalizes to different real-world traffic patterns, and caters to various QoS metrics.

reinforcement-learning

Fault Tolerance for Service Function Chains

1 code implementation10 Jan 2020 Milad Ghaznavi, Elaheh Jalalpour, Bernard Wong, Raouf Boutaba, Ali Jose Mashtizadeh

Enterprise network traffic typically traverses a sequence of middleboxes forming a service function chain, or simply a chain.

Networking and Internet Architecture Systems and Control Systems and Control

A Graph-Based Machine Learning Approach for Bot Detection

no code implementations22 Feb 2019 Abbas Abou Daya, Mohammad A. Salahuddin, Noura Limam, Raouf Boutaba

Bot detection using machine learning (ML), with network flow-level features, has been extensively studied in the literature.

BIG-bench Machine Learning

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