具有不精确奖励结构的顺序决策

C. White
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引用次数: 0

摘要

我们研究了一个有限阶段,有限状态和有限作用的动态规划,它具有一个过渡值函数和一个终端值函数,它们在不精确已知参数中是仿射的。为了模拟与问题的奖励或偏好结构相关的参数不精确性,假设了一个过渡值函数和终端值函数的特殊结构特征。我们假设感兴趣的参数没有动态性,一旦决策过程开始,就不会接收到关于其值的新信息,并且它的不精确性由集合包含来描述。我们寻求所有参数无关策略的集合,这些策略对于不精确已知参数的某个值是最优的。我们提出了求解这一问题的逐次逼近方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Sequential decisionmaking with imprecise reward structure
We examine a finite stage, finite state, and finite action dynamic program having a one transition value function and a terminal value function that are affine in an imprecisely known parameter. The special structural characteristics of the one transition value function and the terminal value function have been assumed in order to model parameter imprecision associated with the problem's reward or preference structure. We assume that the parameter of interest has no dynamics, no new information about its value is received once the decision process begins, and its imprecision is described by set inclusion. We seek the set of all parameter independent strategies that are optimal for some value of the imprecisely known parameter. We present a successive approximations procedure for solving this problem.
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