论文标题

正则随机团队问题

Regularized Stochastic Team Problems

论文作者

Saldi, Naci

论文摘要

在本文中,我们引入了正规的随机团队问题。在温和的假设下,我们证明存在最佳响应操作员的独特固定点,在这种响应操作员中,这个独特的固定点是最佳的正规团队决策规则。然后,我们建立了一种异步分布式算法来计算此最佳策略。我们还提供了一个界限,以显示最佳正规团队决策规则在原始随机团队问题中的表现。

In this paper, we introduce regularized stochastic team problems. Under mild assumptions, we prove that there exists an unique fixed point of the best response operator, where this unique fixed point is the optimal regularized team decision rule. Then, we establish an asynchronous distributed algorithm to compute this optimal strategy. We also provide a bound that shows how the optimal regularized team decision rule performs in the original stochastic team problem.

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