Transfer learning for high‐dimensional linear regression: Prediction, estimation and minimax optimality
Author:
Affiliation:
1. Department of Biostatistics, Epidemiology and Informatics Perelman School of Medicine University of Pennsylvania Philadelphia Pennsylvania USA
2. Department of Statistics The Wharton School University of Pennsylvania Philadelphia Pennsylvania USA
Publisher
Wiley
Subject
Statistics, Probability and Uncertainty,Statistics and Probability
Link
https://onlinelibrary.wiley.com/doi/pdf/10.1111/rssb.12479
Reference45 articles.
1. Noisy matrix decomposition via convex relaxation: Optimal rates in high dimensions
2. ExSIS: Extended sure independence screening for ultrahigh-dimensional linear models
3. A framework for learning predictive structures from multiple tasks and unlabeled data;Ando R.K.;Journal of Machine Learning Research,2005
4. Predicting with proxies: transfer learning in high dimension;Bastani H.;Management Science,2020
5. High‐dimensional inference in misspecified linear models;Bühlmann P.;Electronic Journal of Statistics,2015
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