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蒙特卡洛规划:基本原则和最新进展

Monte-Carlo Planning: Basic Principles and Recent Progress
课程网址: http://videolectures.net/icaps2010_fern_mcpbprp/  
主讲教师: Alan Fern
开课单位: 俄勒冈州立大学
开课时间: 2010-11-15
课程语种: 英语
中文简介:
许多规划应用程序很难在标准域描述语言中建模。然而,在没有特定语言的限制的情况下,通常可以获得或构建应用程序域的精确或近似模拟器。蒙特卡罗计划是一个研究算法的区域,当这样的模拟器可用时,它将用于顺序决策。近年来,蒙特卡罗计划的进步已经导致从计算机网络,实时策略游戏到计算机Go等应用的显着进步。本教程将介绍蒙特卡洛计划的基本原理和理论以及最新进展。重点将放在说明应用的实用方法上。本教程将从第一原理开始,不会假设蒙特卡罗技术的先验知识。
课程简介: Many planning applications are difficult to model in standard domain description languages. However, with out the limitations of a particular language, it is often possible to obtain or construct an exact or approximate simulator of the application domain. Monte-Carlo planning is an area that studies algorithms for sequential decision making when such a simulator is available. In recent years, advances in Monte-Carlo planning have lead to significant advances in applications ranging from computer networking, to real-time strategy games, to computer Go. This tutorial will cover the basic principles and theory underlying Monte-Carlo planning and also the recent advances. Emphasis will be placed on practical approaches with illustrating applications. The tutorial will start from first principles and will not assume prior knowledge of Monte-Carlo techniques.
关 键 词: 标准域; 描述语言; 计算机网络
课程来源: 视频讲座网
最后编审: 2019-04-16:lxf
阅读次数: 132