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math.ST2021
Optimal prediction for kernel-based semi-functional linear regression
Keli Guo, Jun Fan, Lixing Zhu
In this paper, we establish minimax optimal rates of convergence for prediction in a semi-functional linear model that consists of a functional component and a less smooth nonparam…
math.ST2020
Doubly robust estimation of average treatment effect revisited
Keli Guo, Chuyun Ye, Jun Fan +1
The research described herewith is to re-visit the classical doubly robust estimation of average treatment effect by conducting a systematic study on the comparisons, in the sense…