图 书 馆
多任务学习艾滋病治疗筛选Multi-Task Learning for HIV Therapy Screening |
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| 课程网址: | http://videolectures.net/icml08_bickel_mtl/ |
| 主讲教师: | Steffen Bickel |
| 开课单位: | 马克斯普朗克研究所 |
| 开课时间: | 2008-08-07 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | We address the problem of learning classifiers for a large number of tasks. We derive a solution that produces resampling weights which match the pool of all examples to the target distribution of any given task. Our work is motivated by the problem of predicting the outcome of a therapy attempt for a patient who carries an HIV virus with a set of observed genetic properties. Such predictions need to be made for hundreds of possible combinations of drugs, some of which use similar biochemical mechanisms. Multi-task learning enables us to make predictions even for drug combinations with few or no training examples and substantially improves the overall prediction accuracy. |
| 关 键 词: | 艾滋病; 生化机制; 药物组合 |
| 课程来源: | 视频讲座网 |
| 最后编审: | 2020-05-30：王勇彬(课程编辑志愿者) |
| 阅读次数: | 283 |