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Transfer Learning for High-dimensional Quantile Regression with Distribution Shift

Transfer Learning for High-dimensional Quantile Regression with Distribution Shift

Information from related source studies can often enhance the findings of a target study. However, the distribution shift between target and source studies can severely impact the efficiency of knowledge transfer. In the high-dimensional regression setting, existing transfer approaches mainly focus on the parameter shift. In this paper, we focus …