图 书 馆
MDP导航的自主探索Autonomous Exploration For Navigating In MDPs |
|
| 课程网址: | http://videolectures.net/machine_auer_autonomous_exploration/ |
| 主讲教师: | Peter Auer |
| 开课单位: | 莱奥本矿业大学 |
| 开课时间: | 2013-08-06 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | While intrinsically motivated learning agents hold considerable promise to overcome limitations of more supervised learning systems, quantitative evaluation and theoretical analysis of such agents are difficult. We propose to consider a restricted setting for autonomous learning where systematic evaluation of learning performance is possible. In this setting the agent needs to learn to navigate in a Markov Decision Process where extrinsic rewards are not present or are ignored. We present a learning algorithm for this scenario and evaluate it by the amount of exploration it uses to learn the environment. |
| 关 键 词: | 内在动机; 定量评估; 理论分析; 马尔可夫决策过程 |
| 课程来源: | 视频讲座网 |
| 最后编审: | 2019-05-15：cjy |
| 阅读次数: | 18 |