组合优化问题中的成本景观可视化Visualisation of Cost Landscapes in Combinatorial Optimisation Problems |
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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 |