Transfer Learning for High-dimensional Linear Regression: Prediction,
Estimation, and Minimax Optimality

Transfer Learning for High-dimensional Linear Regression: Prediction, Estimation, and Minimax Optimality

18 June 2020

T. Tony Cai

Papers citing "Transfer Learning for High-dimensional Linear Regression: Prediction, Estimation, and Minimax Optimality"

12 / 62 papers shown

Title
Federated Adaptive Causal Estimation (FACE) of Target Treatment Effects L. Han Jue Hou Kelly Cho R. Duan Tianxi Cai CML FedML CVBM 8 30 0 17 Dec 2021
Targeting Underrepresented Populations in Precision Medicine: A Federated Transfer Learning Approach Sai Li Tianxi Cai R. Duan 6 43 0 27 Aug 2021
Transfer Learning under High-dimensional Generalized Linear Models Ye Tian Yang Feng 16 117 0 29 May 2021
Optimal oracle inequalities for solving projected fixed-point equations Wenlong Mou A. Pananjady Martin J. Wainwright 11 14 0 09 Dec 2020
Optimal and Safe Estimation for High-Dimensional Semi-Supervised Learning Siyi Deng Y. Ning Jiwei Zhao Heping Zhang 23 7 0 28 Nov 2020
Robust and flexible learning of a high-dimensional classification rule using auxiliary outcomes Muxuan Liang Jaeyoung Park Qing Lu Xiang Zhong 6 0 0 11 Nov 2020
Precise High-Dimensional Asymptotics for Quantifying Heterogeneous Transfers Fan Yang Hongyang R. Zhang Sen Wu Christopher Ré Weijie J. Su 49 10 0 22 Oct 2020
Transfer Learning in Large-scale Gaussian Graphical Models with False Discovery Rate Control Sai Li T. Tony Cai Hongzhe Li 14 51 0 21 Oct 2020
Cross-study learning for generalist and specialist predictions Boyu Ren Prasad Patil Francesca Dominici Giovanni Parmigiani L. Trippa 12 10 0 24 Jul 2020
Learning Optimal Distributionally Robust Individualized Treatment Rules Weibin Mo Zhengling Qi Yufeng Liu 10 46 0 26 Jun 2020
Improving Adversarial Robustness via Unlabeled Out-of-Domain Data Zhun Deng Linjun Zhang Amirata Ghorbani James Y. Zou 15 32 0 15 Jun 2020
Taking Advantage of Sparsity in Multi-Task Learning Karim Lounici Massimiliano Pontil Alexandre B. Tsybakov Sara van de Geer 178 292 0 09 Mar 2009