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cs.LG2024
Twin Sorting Dynamic Programming Assisted User Association and Wireless Bandwidth Allocation for Hierarchical Federated Learning
Rung-Hung Gau, Ting-Yu Wang, Chun-Hung Liu
In this paper, we study user association and wireless bandwidth allocation for a hierarchical federated learning system that consists of mobile users, edge servers, and a cloud ser…
cs.LG2022
Greedier is Better: Selecting Multiple Neighbors per Iteration for Sparse Subspace Clustering
Jwo-Yuh Wu, Liang-Chi Huang, Wen-Hsuan Li +2
Sparse subspace clustering (SSC) using greedy-based neighbor selection, such as orthogonal matching pursuit (OMP), has been known as a popular computationally-efficient alternative…
cs.LG2021
Modeling and Analysis of Intermittent Federated Learning Over Cellular-Connected UAV Networks
Chun-Hung Liu, Di-Chun Liang, Rung-Hung Gau +1
Federated learning (FL) is a promising distributed learning technique particularly suitable for wireless learning scenarios since it can accomplish a learning task without raw data…