Explainable Artificial Intelligence (XAI): An Engineering Perspective

no code implementations • 10 Jan 2021 • F. Hussain, R. Hussain, E. Hossain

The remarkable advancements in Deep Learning (DL) algorithms have fueled enthusiasm for using Artificial Intelligence (AI) technologies in almost every domain; however, the opaqueness of these algorithms put a question mark on their applications in safety-critical systems.

Explainable artificial intelligence Explainable Artificial Intelligence (XAI) +2

Distributed Machine Learning for Wireless Communication Networks: Techniques, Architectures, and Applications

no code implementations • 2 Dec 2020 • S. Hu, X. Chen, W. Ni, E. Hossain, X. Wang

Distributed machine learning (DML) techniques, such as federated learning, partitioned learning, and distributed reinforcement learning, have been increasingly applied to wireless communications.

BIG-bench Machine Learning Cloud Computing +2

Deep Learning for Radio Resource Allocation in Multi-Cell Networks

no code implementations • 2 Aug 2018 • K. I. Ahmed, H. Tabassum, E. Hossain

Increased complexity and heterogeneity of emerging 5G and beyond 5G (B5G) wireless networks will require a paradigm shift from traditional resource allocation mechanisms.

Management