图 书 馆
主动监督域自适应Active Supervised Domain Adaptation |
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| 课程网址: | https://videolectures.net/videos/ecmlpkdd2011_raman_adaptation |
| 主讲教师: | Parasaran Raman |
| 开课单位: | 信息不详。欢迎您在右侧留言补充。 |
| 开课时间: | 2011-11-30 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | In this paper, we harness the synergy between two important learning paradigms, namely, active learning and domain adaptation. We show how active learning in a target domain can leverage information from a different but related source domain. Our proposed framework, Active Learning Domain Adapted (Alda), uses source domain knowledge to transfer information that facilitates active learning in the target domain. We propose two variants of Alda: a batch B-Alda and an online O-Alda. Empirical comparisons with numerous baselines on real-world datasets establish the efficacy of the proposed methods. |
| 关 键 词: | 学习范式：主动学习; 领域适应 |
| 课程来源: | 视频讲座网 |
| 数据采集: | 2025-04-21：zsp |
| 最后编审: | 2025-04-21：zsp |
| 阅读次数: | 3 |