一般贴现的长期随机控制问题

IF 1.6 2区 数学 Q2 MATHEMATICS, APPLIED Applied Mathematics and Optimization Pub Date : 2024-03-26 DOI:10.1007/s00245-024-10118-5
Łukasz Stettner
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引用次数: 0

摘要

首先利用长期一般贴现函数研究了受控离散时间马尔可夫过程。结果表明,单位时间平均报酬问题的最优策略也是一般平均贴现函数的最优策略。然后再考虑具有一般贴现的长期风险敏感报酬函数。当风险系数为正时,这种奖励函数的最优值会被对应于长期风险敏感控制的奖励函数所支配。在风险系数为负的情况下,我们可以得到一个渐近的结果,即假设风险系数接近 0,对一般贴现的长期风险敏感报酬函数来说,单位时间的最优平均报酬控制几乎是最优的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

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Long Run Stochastic Control Problems with General Discounting

Controlled discrete time Markov processes are studied first with long run general discounting functional. It is shown that optimal strategies for average reward per unit time problem are also optimal for average generally discounting functional. Then long run risk sensitive reward functional with general discounting is considered. When risk factor is positive then optimal value of such reward functional is dominated by the reward functional corresponding to the long run risk sensitive control. In the case of negative risk factor we get an asymptotical result, which says that optimal average reward per unit time control is nearly optimal for long run risk sensitive reward functional with general discounting, assuming that risk factor is close to 0. For this purpose we show in Appendix upper estimates for large deviations of weighted empirical measures, which are of independent interest.

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来源期刊
CiteScore
3.30
自引率
5.60%
发文量
103
审稿时长
>12 weeks
期刊介绍: The Applied Mathematics and Optimization Journal covers a broad range of mathematical methods in particular those that bridge with optimization and have some connection with applications. Core topics include calculus of variations, partial differential equations, stochastic control, optimization of deterministic or stochastic systems in discrete or continuous time, homogenization, control theory, mean field games, dynamic games and optimal transport. Algorithmic, data analytic, machine learning and numerical methods which support the modeling and analysis of optimization problems are encouraged. Of great interest are papers which show some novel idea in either the theory or model which include some connection with potential applications in science and engineering.
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