Article ID Journal Published Year Pages File Type
8900751 Applied Mathematics and Computation 2018 11 Pages PDF
Abstract
In this paper, we extend the improved pointwise iteration-complexity estimation of a dynamic regularized alternating direction method of multipliers (ADMM) for a new stepsize domain. In this complexity analysis, the stepsize parameter can be chosen in the interval (0,2) instead of interval (0,(1+5)/2). We illustrate, by means of a numerical experiment, that the enlargement of this stepsize domain can lead to better performance of the method in some applications. Our complexity study is established by interpreting this ADMM variant as an instance of a hybrid proximal extragradient framework applied to a specific monotone inclusion problem.
Related Topics
Physical Sciences and Engineering Mathematics Applied Mathematics
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