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组合优化问题中的成本景观可视化

Visualisation of Cost Landscapes in Combinatorial Optimisation Problems
课程网址: http://videolectures.net/cov05_bennett_vclco/  
主讲教师: Adam Prügel-Bennett
开课单位: 南安普敦大学
开课时间: 2007-02-25
课程语种: 英语
中文简介:
了解优化问题的成本环境结构对算法设计具有重要意义。在本次讲座中, 我讨论了一种基于障碍树的方法, 它捕获了具有 10 ^ 12态的搜索空间的局部极小值和障碍之间的结构。这种结构允许启发式搜索策略的可视化。此外, 可视化还可用于构建问题的模型, 该模型捕获了实际问题的许多相关特征, 但状态数量大幅减少。该模型可用于研究最优启发式策略。
课程简介: Understanding the structure of the cost landscape of optimisation problems is important for algorithm design. In this talk, I discuss one approach based on Barrier Trees which captures the structure of the local minima and barriers between minima for search spaces with up to 10^12 states. This structure allows visualisation of heuristic search strategies. Furthermore, the visualisation can be used to construct a model of the problem which captures many of the relevant features of the real problem, but with a vastly reduced number of states. The model can be used for investigating optimal heuristic strategies.
关 键 词: 计算机科学; 数据可视化; 离散搜索空间
课程来源: 视频讲座网
最后编审: 2020-06-03:毛岱琦(课程编辑志愿者)
阅读次数: 54