论文标题

节俭的分裂操作员:表示,最小举重和收敛性

Frugal Splitting Operators: Representation, Minimal Lifting, and Convergence

论文作者

Morin, Martin, Banert, Sebastian, Giselsson, Pontus

论文摘要

我们研究节俭的分裂操作员,以解决有限的单调包含问题。这些操作员精确地利用了总和的每个操作员的一个直接或分解评估,并且分裂操作员的输出由这些评估的输入和输出的线性组合决定。为了促进分析,我们通过广义的原始二元组分介绍了节俭分裂操作员的新型表示。表示形式的特征是索引和四个矩阵,我们提供了这些条件,以确保节俭分裂操作员类别之间的等效性与普遍的原始二重分辨率。我们的表示为提升数字和节俭分裂操作员方法的统一收敛分析开发的新结果铺平了道路,该方法取决于直接评估的操作员的cocoercive。最小的起重号码是$ n-1-f $,其中$ n $是单调操作员的数量,而$ f $是拆分中的直接评估数量。值得注意的是,只有在第一个也是最后一次操作员评估是回答评估时,才可以实现此提升数。这些结果概括了Ryu和Malitsky-TAM认为节俭的分解分裂的最小提升结果。在我们的代表形式的基础上,我们描绘了一种建设性的方法,可以设计节俭的分裂操作员,以最小的举重的设计,以设计新颖,收敛性和可行的节俭分裂操作员的设计为例。

We investigate frugal splitting operators for finite sum monotone inclusion problems. These operators utilize exactly one direct or resolvent evaluation of each operator of the sum, and the splitting operator's output is dictated by linear combinations of these evaluations' inputs and outputs. To facilitate analysis, we introduce a novel representation of frugal splitting operators via a generalized primal-dual resolvent. The representation is characterized by an index and four matrices, and we provide conditions on these that ensure equivalence between the classes of frugal splitting operators and generalized primal-dual resolvents. Our representation paves the way for new results regarding lifting numbers and the development of a unified convergence analysis for frugal splitting operator methods, contingent on the directly evaluated operators being cocoercive. The minimal lifting number is $n-1-f$ where $n$ is the number of monotone operators and $f$ is the number of direct evaluations in the splitting. Notably, this lifting number is achievable only if the first and last operator evaluations are resolvent evaluations. These results generalize the minimal lifting results by Ryu and Malitsky--Tam that consider frugal resolvent splittings. Building on our representation, we delineate a constructive method to design frugal splitting operators, exemplified in the design of a novel, convergent, and parallelizable frugal splitting operator with minimal lifting.

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