图 书 馆
在线学习：随机平均，组合参数，可学习性Online Learning: Random Averages, Combinatorial Parameters, and Learnability |
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| 课程网址: | http://videolectures.net/nips2010_sridharan_online/ |
| 主讲教师: | Karthik Sridharan |
| 开课单位: | 康奈尔大学 |
| 开课时间: | 2011-01-12 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | We develop a theory of online learning by defining several complexity measures. Among them are analogues of Rademacher complexity, covering numbers and fat-shattering dimension from statistical learning theory. Relationship among these complexity measures, their connection to online learning, and tools for bounding them are provided. We apply these results to various learning problems. We provide a complete characterization of online learnability in the supervised setting. |
| 关 键 词: | 计算机科学; 机器学习; 在线学习 |
| 课程来源: | 视频讲座网 |
| 最后编审: | 2021-02-03：nkq |
| 阅读次数: | 42 |