Approximation of average cost Markov decision processes using empirical distributions and concentration inequalities
Author:
Affiliation:
1. Team CQFD, Université Bordeaux I, INRIA Bordeaux Sud-Ouest, Bordeaux, France
2. Statistics Department, UNED, Madrid, Spain
Publisher
Informa UK Limited
Subject
Modeling and Simulation,Statistics and Probability
Link
https://www.tandfonline.com/doi/pdf/10.1080/17442508.2014.939979
Reference25 articles.
1. Learning Algorithms for Markov Decision Processes with Average Cost
2. Discrete-Time Controlled Markov Processes with Average Cost Criterion: A Survey
3. D.P.Bertsekas and J.N.Tsitsiklis, Neuro-Dynamic Programming, Athena Scientific, Belmont, MA, 1996.
4. Measure Theory
5. Simple Bounds for the Convergence of Empirical and Occupation Measures in 1-Wasserstein Distance
Cited by 16 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献
1. Optimal Deterministic Controller Synthesis from Steady-State Distributions;Journal of Automated Reasoning;2023-01-12
2. Robustness to incorrect models and data-driven learning in average-cost optimal stochastic control;Automatica;2022-05
3. A stability result for linear Markovian stochastic optimization problems;Mathematical Programming;2020-10-06
4. A Convex Optimization Approach to Dynamic Programming in Continuous State and Action Spaces;Journal of Optimization Theory and Applications;2020-09-14
5. Asymptotic Optimality of Finite Model Approximations for Partially Observed Markov Decision Processes With Discounted Cost;IEEE Transactions on Automatic Control;2020-01
1.学者识别学者识别
2.学术分析学术分析
3.人才评估人才评估
"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370
www.globalauthorid.com
TOP
Copyright © 2019-2024 北京同舟云网络信息技术有限公司 京公网安备11010802033243号 京ICP备18003416号-3