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自主决策原则

16.410 / 16.413 Principles of Autonomy and Decision Making
课程网址: http://ocw.mit.edu/courses/aeronautics-and-astronautics/16-410-pr...  
主讲教师: Prof. Brian Williams ; Prof. Emilio Frazzoli
开课单位: 麻省理工学院
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:
本课程调查创建高度自主的系统和决策支持辅助工具的各种推理、优化和决策方法。重点是从人工智能和运筹学学科中提取的原则、算法及其应用。推理范式包括逻辑和演绎、启发式和基于约束的搜索、基于模型的推理、规划和执行、不确定性下的推理和机器学习。优化范式包括线性规划、整数规划和动态规划。决策范式包括决策理论规划和马尔可夫决策过程。本课程既提供给航空航天信息技术领域的本科 (16.410) 专业领域的本科生, 也提供研究生 (16.410)。
课程简介: This course surveys a variety of reasoning, optimization, and decision-making methodologies for creating highly autonomous systems and decision support aids. The focus is on principles, algorithms, and their applications, taken from the disciplines of artificial intelligence and operations research. Reasoning paradigms include logic and deduction, heuristic and constraint-based search, model-based reasoning, planning and execution, reasoning under uncertainty, and machine learning. Optimization paradigms include linear, integer and dynamic programming. Decision-making paradigms include decision theoretic planning, and Markov decision processes. This course is offered both to undergraduate (16.410) students as a professional area undergraduate subject, in the field of aerospace information technology, and graduate (16.413) students.
关 键 词: 人工智能; 运筹学; 线性、整数和动态规划
课程来源: 麻省理工大学公开课
最后编审: 2016-03-24:cmh
阅读次数: 40