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A Partially Parallel Prediction-Correction Splitting Method for Convex Optimization Problems with Separable Structure
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作者 Fu-Sheng Bai Ling Xu 《Journal of the Operations Research Society of China》 EI CSCD 2017年第4期529-544,共16页
In this paper,we propose a partially parallel prediction-correction splitting method for solving block-separable linearly constrained convex optimization problems with three blocks.Unlike the extended alternating dire... In this paper,we propose a partially parallel prediction-correction splitting method for solving block-separable linearly constrained convex optimization problems with three blocks.Unlike the extended alternating direction method of multipliers,the last two subproblems in the prediction step are solved parallelly,and a correction step is employed in the method to correct the dual variable and two blocks of the primal variables.The step size adapted in the correction step allows for major contribution from the latest solution point to the iteration point.Some numerical results are reported to show the effectiveness of the presented method. 展开更多
关键词 block-separable convex optimization Extended alternating direction method of multipliers Prediction-correction splitting method
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