图 书 馆
基于E-贪婪机制的多智能体Q学习动态分析Dynamic Analysis of Multiagent Q-learning with e-greedy Exploration |
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| 课程网址: | http://videolectures.net/icml09_gomes_damq/ |
| 主讲教师: | Eduardo Rodrigues Gomes |
| 开课单位: | 斯威本科技大学 |
| 开课时间: | 2009-08-26 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | The development of mechanisms to understand and model the expected behaviour of multiagent learners is becoming increasingly important as the area rapidly find application in a variety of domains. In this paper we present a framework to model the behaviour of Q-learning agents using the e-greedy exploration mechanism. For this, we analyse a continuous-time version of the Q-learning update rule and study how the presence of other agents and the e-greedy mechanism affect it. We then model the problem as a system of difference equations which is used to theoretically analyse the expected behaviour of the agents. The applicability of the framework is tested through experiments in typical games selected from the literature. |
| 关 键 词: | 多代理学习者; 探索机制; 差分方程组 |
| 课程来源: | 视频讲座网 |
| 最后编审: | 2019-04-23：lxf |
| 阅读次数: | 95 |