Xiang-Yu Xing

Beyond Source-Level Transfer: Sample-Level Learning for High-Dimensional Quantile Regression

This paper studies transfer learning for high-dimensional quantile regression with limited target samples and heterogeneous source domains. We propose a sample-level transfer learning method (SL-TL) that combines sample selection and importance weighting. Unlike existing source-level approaches that include or exclude...