图 书 馆
监管的程度Degrees of Supervision |
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| 课程网址: | http://videolectures.net/nipsworkshops2011_garcia_garcia_supervis... |
| 主讲教师: | Dario Garcia Garcia |
| 开课单位: | 澳大利亚国立大学 |
| 开课时间: | 2012-01-25 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | Many machine learning problems can be interpreted as differing just in the level of supervision provided to the learning process. In this work we provide a unifying way of dealing with these different degrees of supervision. We show how the framework developed to accommodate this vision can deal with the continuum between classification and clustering, while also naturally accommodating less standard settings such as learning from label proportions, multiple instance learning,...All this emanates from a simple common principle: when in doubt, assume the simplest possible classification problem on the data. |
| 关 键 词: | 机器学习; 标签比例学习; 多实例学习 |
| 课程来源: | 视频讲座网 |
| 最后编审: | 2019-09-07：lxf |
| 阅读次数: | 35 |