图 书 馆
使用Procrustes分析进行流形对齐Manifold Alignment using Procrustes Analysis |
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| 课程网址: | http://videolectures.net/icml08_wang_map/ |
| 主讲教师: | Chang Wang |
| 开课单位: | 马萨诸塞大学 |
| 开课时间: | 2008-08-07 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | In this paper we introduce a novel approach to manifold alignment, based on Procrustes analysis. Our approach differs from "semi-supervised alignment" in that it results in a mapping that is defined everywhere - when used with a suitable dimensionality reduction method - rather than just on the training data points. We describe and evaluate our approach both theoretically and experimentally, providing results showing useful knowledge transfer from one domain to another. Novel applications of our method including cross-lingual information retrieval and transfer learning in Markov decision processes are presented. |
| 关 键 词: | 流形对齐方法; 转移学习; 降维方法 |
| 课程来源: | 视频讲座网 |
| 最后编审: | 2020-07-13：yumf |
| 阅读次数: | 158 |