Browsing by Author "nr 96012574"
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Hierarchical Federated Learning over HetNets enabled by Wireless Energy Transfer
Hamdi, Rami; Said, Ahmed Ben; Erbad, Aiman; Mohamed, Amr; Hamdi, Mounir; Guizani, Mohsen... more authors ... less authors ( Institute of Electrical and Electronics Engineers Inc. , 2021 , Conference)Training centralized machine learning (ML) models becomes infeasible in wireless networks due to the increasing number of internet of things (IoT) and mobile devices and the prevalence of the learning algorithms to adapt ... -
Pervasive AI for IoT applications: A Survey on Resource-efficient Distributed Artificial Intelligence
Baccour, Emna; Mhaisen, Naram; Abdellatif, Alaa Awad; Erbad, Aiman; Mohamed, Amr; Hamdi, Mounir; Guizani, Mohsen... more authors ... less authors ( Institute of Electrical and Electronics Engineers Inc. , 2022 , Article)Artificial intelligence (AI) has witnessed a substantial breakthrough in a variety of Internet of Things (IoT) applications and services, spanning from recommendation systems and speech processing applications to robotics ... -
RL-DistPrivacy: Privacy-Aware Distributed Deep Inference for Low Latency IoT Systems
Baccour, Emna; Erbad, Aiman; Mohamed, Amr; Hamdi, Mounir; Guizani, Mohsen ( IEEE Computer Society , 2022 , Article)Although Deep Neural Networks (DNN) have become the backbone technology of several ubiquitous applications, their deployment in resource-constrained machines, e.g., Internet of Things (IoT) devices, is still challenging. ... -
RL-OPRA: Reinforcement Learning for Online and Proactive Resource Allocation of crowdsourced live videos
Baccour, Emna; Erbad, Aiman; Mohamed, Amr; Haouari, Fatima; Guizani, Mohsen; Hamdi, Mounir... more authors ... less authors ( Elsevier , 2020 , Article)© 2020 Elsevier B.V. With the advancement of rich media generating devices, the proliferation of live Content Providers (CP), and the availability of convenient internet access, crowdsourced live streaming services have ... -
Zero Touch Realization of Pervasive Artificial Intelligence as a Service in 6G Networks
Baccour, Emna; Allahham, Mhd Saria; Erbad, Aiman; Mohamed, Amr; Hussein, Ahmed Refaey; Hamdi, Mounir... more authors ... less authors ( IEEE , 2023 , Article)The vision of the upcoming 6G technologies, characterized by ultra-dense networks, low latency, and fast data rate, is to support pervasive artificial intelligence (PAI) using zero touch solutions enabling self-X (e.g., ...