论文标题
标签移位下域适应的重要性重量估计和概括
Importance Weight Estimation and Generalization in Domain Adaptation under Label Shift
论文作者
论文摘要
我们研究了分类和一般规范标签空间的标记转移下的概括。我们提出了一系列方法，以估算从标记的源到未标记的目标域的重要性权重，并为这些估计器提供置信界。我们在未标记的目标域中部署这些估计器并提供概括界限。
We study generalization under labeled shift for categorical and general normed label spaces. We propose a series of methods to estimate the importance weights from labeled source to unlabeled target domain and provide confidence bounds for these estimators. We deploy these estimators and provide generalization bounds in the unlabeled target domain.
