269 citations · 461 across the 9 of their papers we have counts for
Showing 2016Show all
3 papers · 1 filter
math.OC2016★ 10 cited
On the Convergence of Asynchronous Parallel Iteration with Unbounded Delays
Zhimin Peng, Yangyang Xu, Ming Yan +1
Recent years have witnessed the surge of asynchronous parallel (async-parallel) iterative algorithms due to problems involving very large-scale data and a large number of decision…
math.OC2016★ 5 cited
TMAC: A Toolbox of Modern Async-Parallel, Coordinate, Splitting, and Stochastic Methods
Brent Edmunds, Zhimin Peng, Wotao Yin
TMAC is a toolbox written in C++11 that implements algorithms based on a set of modern methods for large-scale optimization. It covers a variety of optimization problems, which can…
math.OC2016★ 75 cited
Coordinate Friendly Structures, Algorithms and Applications
Zhimin Peng, Tianyu Wu, Yangyang Xu +2
This paper focuses on coordinate update methods, which are useful for solving problems involving large or high-dimensional datasets. They decompose a problem into simple subproblem…