图 书 馆
通过双向多重切割的二进制MRF中的MAP估计MAP estimation in Binary MRFs via Bipartite Multi-cuts |
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| 课程网址: | http://videolectures.net/nips2010_reddi_map/ |
| 主讲教师: | Sashank Jakkam Reddi |
| 开课单位: | 印度理工学院 |
| 开课时间: | 2011-01-13 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | We propose a new LP relaxation for obtaining the MAP assignment of a binary MRF with pairwise potentials. Our relaxation is derived from reducing the MAP assignment problem to an instance of a recently proposed Bipartite Multi-cut problem where the LP relaxation is guaranteed to provide an log k approximation where k is the number of vertices adjacent to non-submodular edges in the MRF. We then propose a combinatorial algorithm to efficiently solve the LP and also provide a lower bound by concurrently solving its dual to within an epsilon approximation. The algorithm is up to an order of magnitude faster and provides better MAP scores and bounds than the state of the art message passing algorithm that tightens the local marginal polytope with third-order marginal constraints. |
| 关 键 词: | 计算机科学; 算法和数据结构; 数学; 图论 |
| 课程来源: | 视频讲座网 |
| 最后编审: | 2020-06-15：heyf |
| 阅读次数: | 32 |