图 书 馆
无模型政策评估的最佳在线学习程序Optimal Online Learning Procedures for Model-Free Policy Evaluation |
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| 课程网址: | http://videolectures.net/ecmlpkdd09_ueno_oolp/ |
| 主讲教师: | Tsuyoshi Ueno |
| 开课单位: | 京都大学 |
| 开课时间: | 信息不详。欢迎您在右侧留言补充。 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | In this study, we extend the framework of semiparametric statistical inference introduced recently to reinforcement learning (Ueno, et.al., 2008) to online learning procedures for policy evaluation. This generalization enables us to investigate statistical properties of value function estimators both by batch and online procedures in a unified way in terms of estimating functions. Furthermore, we propose a novel online learning algorithm with optimal estimating functions which achieve the minimum estimation error. Our theoretical developments are confirmed using a simple chain walk problem. |
| 关 键 词: | 在线学习; 算法; 误差估计 |
| 课程来源: | 视频讲座网 |
| 最后编审: | 2019-12-10：cwx |
| 阅读次数: | 69 |