2 papers
math.ST2024
Profiled Transfer Learning for High Dimensional Linear Model
Ziqian Lin, Junlong Zhao, Fang Wang +1
We develop here a novel transfer learning methodology called Profiled Transfer Learning (PTL). The method is based on the \textit{approximate-linear} assumption between the source…
stat.ME2023
Testing Sufficiency for Transfer Learning
Ziqian Lin, Yuan Gao, Feifei Wang +1
Modern statistical analysis often encounters high dimensional models but with limited sample sizes. This makes the target data based statistical estimation very difficult. Then how…