3 citations · 3 across the 3 of their papers we have counts for
3 papers
cs.LG2020★ 3 cited
Task Allocation for Asynchronous Mobile Edge Learning with Delay and Energy Constraints
Umair Mohammad, Sameh Sorour, Mohamed Hefeida
This paper extends the paradigm of "mobile edge learning (MEL)" by designing an optimal task allocation scheme for training a machine learning model in an asynchronous manner acros…
eess.SP2020
Jointly Optimizing Dataset Size and Local Updates in Heterogeneous Mobile Edge Learning
Umair Mohammad, Sameh Sorour, Mohamed Hefeida
This paper proposes to maximize the accuracy of a distributed machine learning (ML) model trained on learners connected via the resource-constrained wireless edge. We jointly optim…
cs.OH2015
Improved Model for Wire-Length Estimation in Stochastic Wiring Distribution
Mohamed S. Hefeida, Masud H. Chowdhury
This paper presents a pair of improved stochastic wiring distribution model for better estimation of on-chip wire lengths. The proposed models provide 28 - 50% reduction in error w…