两级问题与两阶段近端算法

V. Semenov, Yana Vedel, S. Denisov
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引用次数: 0

摘要

本文研究一类两层次问题:平衡问题解集上的一个变分不等式。这类问题的一个例子是寻找正常纳什均衡。为了解决这个问题,提出了两种算法。第一种方法结合了两步逼近法和迭代正则化的思想。第二个算法是第一个算法的自适应版本,它有一个参数更新规则,不使用双函数的Lipschitz常数的值。对Lipschitz型单调双函数和强单调Lipschitz算子证明了算法的强收敛性定理。结果表明,所提出的算法可以应用于Hilbert空间中的单调二阶变分不等式。
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TWO-LEVEL PROBLEMS AND TWO-STAGE PROXIMAL ALGORITHM
In this paper, a two-level problem is considered: a variational inequality on the set of solutions to the equilibrium problem. An example of such a problem is the search for the normal Nash equilibrium. To solve this problem, two algorithms are proposed. The first combines the ideas of a two-step proximal method and iterative regularization. And the second algorithm is an adaptive version of the first with a parameter update rule that does not use the values of the Lipschitz constants of the bifunction. Theorems on strong convergence of algorithms are proved for monotone bifunctions of Lipschitz type and strongly monotone Lipschitz operators. It is shown that the proposed algorithms can be applied to monotone two-level variational inequalities in Hilbert spaces.
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