148 citations · 379 across the 18 of their papers we have counts for
19 papers
Data-Driven Online Slice Admission Control and Resource Allocation in NextG Mobile Networks
Muhammad Sulaiman, Bo Sun, Mohammad Ali Salahuddin +2
Virtualization in 5G and beyond networks enables the creation of virtual networks (i.e., network slices) tailored to the needs of different applications. To maximize revenue under…
One task to rule them all: A closer look at traffic classification generalizability
Elham Akbari, Zihao Zhou, Mohammad Ali Salahuddin +5
Existing website fingerprinting and traffic classification solutions do not work well when the evaluation context changes, as their performances often heavily rely on context-speci…
5Guard: Isolation-aware End-to-End Slicing of 5G Networks
Mehdi Bolourian, Noura Limam, Mohammad Ali Salahuddin +1
Network slicing logically partitions the 5G infrastructure to cater to diverse verticals with varying requirements. However, resource sharing exposes the slices to threats and perf…
Data-driven Online Slice Admission Control and Resource Allocation for 5G and Beyond Networks
Muhammad Sulaiman, Bo Sun, Mohammad Ali Salahuddin +2
Virtualization in 5G and beyond networks allows the creation of virtual networks, or network slices, tailored to meet the requirements of various applications. However, this flexib…
HERL: Tiered Federated Learning with Adaptive Homomorphic Encryption using Reinforcement Learning
Jiaxang Tang, Zeshan Fayyaz, Mohammad A. Salahuddin +3
Federated Learning is a well-researched approach for collaboratively training machine learning models across decentralized data while preserving privacy. However, integrating Homom…
MicroOpt: Model-driven Slice Resource Optimization in 5G and Beyond Networks
Muhammad Sulaiman, Mahdieh Ahmadi, Bo Sun +4
A pivotal attribute of 5G networks is their capability to cater to diverse application requirements. This is achieved by creating logically isolated virtual networks, or slices, wi…
Secure and Efficient Group Handover Protocol in 5G Non-Terrestrial Networks
Bohan Zhang, Peng Hu, Ahmad Akbari Azirani +4
The growing low-Earth orbit (LEO) satellite constellations have become an essential part of the fifth-generation (5G) non-terrestrial network (NTN) market. These satellites can ena…
AutoML4ETC: Automated Neural Architecture Search for Real-World Encrypted Traffic Classification
Navid Malekghaini, Elham Akbari, Mohammad A. Salahuddin +5
Deep learning (DL) has been successfully applied to encrypted network traffic classification in experimental settings. However, in production use, it has been shown that a DL class…
Generalizable Resource Scaling of 5G Slices using Constrained Reinforcement Learning
Muhammad Sulaiman, Mahdieh Ahmadi, Mohammad A. Salahuddin +2
Network slicing is a key enabler for 5G to support various applications. Slices requested by service providers (SPs) have heterogeneous quality of service (QoS) requirements, such…
A Graph-Based Machine Learning Approach for Bot Detection
Abbas Abou Daya, Mohammad A. Salahuddin, Noura Limam +1
Bot detection using machine learning (ML), with network flow-level features, has been extensively studied in the literature. However, existing flow-based approaches typically incur…
Softwarization of Internet of Things Infrastructure for Secure and Smart Healthcare
Mohammad A. Salahuddin, Ala Al-Fuqaha, Mohsen Guizani +2
We propose an agile softwarized infrastructure for flexible, cost effective, secure and privacy preserving deployment of Internet of Things (IoT) for smart healthcare applications…
Reinforcement Learning for Resource Provisioning in Vehicular Cloud
Mohammad A. Salahuddin, Ala Al-Fuqaha, Mohsen Guizani
This article presents a concise view of vehicular clouds that incorporates various vehicular cloud models, which have been proposed, to date. Essentially, they all extend the tradi…
ADS: Adaptive and Dynamic Scaling Mechanism for Multimedia Conferencing Services in the Cloud
Abbas Soltanian, Diala Naboulsi, Mohammad A. Salahuddin +3
Multimedia conferencing is used extensively in a wide range of applications, such as online games and distance learning. These applications need to efficiently scale the conference…
RSU Cloud and its Resource Management in support of Enhanced Vehicular Applications
Mohammad A. Salahuddin, Ala Al-Fuqaha, Mohsen Guizani +1
We propose Roadside Unit (RSU) Clouds as a novel way to offer non-safety application with QoS for VANETs. The architecture of RSU Clouds is delineated, and consists of traditional…
A Survey on Replica Server Placement Algorithms for Content Delivery Networks
Jagruti Sahoo, Mohammad A. Salahuddin, Roch Glitho +2
Content Delivery Networks (CDNs) have gained immense popularity over the years. Replica server placement is a key design issue in CDNs. It entails placing replica servers at meticu…
A Cloud Platform-as-a-Service for Multimedia Conferencing Service Provisioning
Ahmad F. B. Alam, Abbas Soltanian, Sami Yangui +3
Multimedia conferencing is the real-time exchange of multimedia content between multiple parties. It is the basis of a wide range of applications (e.g., multimedia multiplayer game…
A Resource Allocation Mechanism for Video Mixing as a Cloud Computing Service in Multimedia Conferencing Applications
Abbas Soltanian, Mohammad A. Salahuddin, Halima Elbiaze +1
Multimedia conferencing is the conversational exchange of multimedia content between multiple parties. It has a wide range of applications (e.g. Massively Multiplayer Online Games…
On Optimizing Replica Migration in Distributed Cloud Storage Systems
Amina Mseddi, Mohammad Ali Salahuddin, Mohamed Faten Zhani +2
With the wide adoption of large-scale Internet services and big data, the cloud has become the ideal environment to satisfy the ever-growing storage demand, thanks to its seemingly…
Social Network Analysis Inspired Content Placement with QoS in Cloud-based Content Delivery Networks
Mohammad A. Salahuddin, Halima Elbiaze, Wessam Ajib +1
Content Placement (CP) problem in Cloud-based Content Delivery Networks (CCDNs) leverage resource elasticity to build cost effective CDNs that guarantee QoS. In this paper, we pres…