Federated learning over wireless networks: Convergence analysis and resource allocation

CT Dinh, NH Tran, MNH Nguyen… - IEEE/ACM …, 2020 - ieeexplore.ieee.org
… time of FL, a careful resource allocation problem for FL over … -off, but also allocating the UEs’
resources such as power and … convergence analysis, we show the linear convergence rate …

Resource allocation models for material convergence

M Ozen, A Krishnamurthy - International Journal of Production Economics, 2020 - Elsevier
convergence and evaluate the impact of resource allocation … problems of resource allocation
under material convergence, … , we analyze resource allocation decisions under varying …

Improved convergence rates for distributed resource allocation

A Nedić, A Olshevsky, W Shi - 2018 IEEE Conference on …, 2018 - ieeexplore.ieee.org
… By observing a connection between the resource allocation … the resource allocation problem
with improved convergence … the resource allocation problem with an o(1/k) convergence

On the optimal convergence speed of wireless scheduling for fair resource allocation

B Li, R Li, A Eryilmaz - IEEE/ACM Transactions On Networking, 2014 - ieeexplore.ieee.org
… derstand their impact on the convergence speed at which the … fundamental fact that the
convergence speed of any feasible … that achieves this optimal convergence speed in both metrics…

Subgradient methods in network resource allocation: Rate analysis

A Nedic, A Ozdaglar - 2008 42nd Annual Conference on …, 2008 - ieeexplore.ieee.org
analyze methods that use averaging schemes to generate approximate primal optimal solutions.
We provide estimates on the convergence … , the convergence analysis has been mostly …

Initialization-free distributed fixed-time convergent algorithms for optimal resource allocation

G Chen, Z Guo - IEEE Transactions on Systems, Man, and …, 2020 - ieeexplore.ieee.org
resource allocation, such as time delays, data drops, and time-varying links [6], [22]. In this
work, we focus on the fixed-time resource allocation … or exponential convergence rate, which …

What drives technology convergence? Exploring the influence of technological and resource allocation contexts

S Jeong, S Lee - Journal of Engineering and Technology Management, 2015 - Elsevier
… Similarly, based on the multi-assignation of journals to macro-level subject categories, some
studies posit the importance of macro-level science convergence analysis and find that the …

Balancing convergence and diversity in resource allocation strategy for decomposition-based multi-objective evolutionary algorithm

L Wang, X Pan, X Shen, P Zhao, Q Qiu - Applied Soft Computing, 2021 - Elsevier
… It guides computational resource allocation by calculating the weighted sum p i of the
convergence part (introduced in MOEA/D-GRA) and the diversity part (the solution density of …

An Gradient Method for Network Resource Allocation Problems

A Beck, A Nedić, A Ozdaglar… - IEEE Transactions on …, 2014 - ieeexplore.ieee.org
convergence to a neighborhood of the optimal solution. This is in contrast with the exact
convergence … As already mentioned, the convergence analysis of [2] can be easily extended to …

A class of convergent algorithms for resource allocation in wireless fading networks

N Gatsis, A Ribeiro… - IEEE transactions on …, 2010 - ieeexplore.ieee.org
… for optimal resource allocation at the … resource allocation problems—a task not addressed
in [8] or [9]. The present paper develops algorithms to solve physical layer resource allocation