 Error-in-variables modelling for operator learningMathematical and Scientific Machine Learning (MSML), 2022 |
 High-dimensional regression with potential prior information on variable
importanceStatistics and computing (Stat Comput), 2021 |
 |
 Low-rank matrix estimation in multi-response regression with measurement
errors: Statistical and computational guaranteesJournal of Global Optimization (JGO), 2020 |
 On Robustness of Principal Component RegressionNeural Information Processing Systems (NeurIPS), 2019 |
 Sharp oracle inequalities for stationary points of nonconvex penalized
M-estimatorsIEEE Transactions on Information Theory (IEEE Trans. Inf. Theory), 2018 |
 Rate Optimal Estimation and Confidence Intervals for High-dimensional
Regression with Missing CovariatesJournal of Multivariate Analysis (J. Multivar. Anal.), 2017 |
 |
 High-dimensional regression with noisy and missing data: Provable
guarantees with nonconvexityNeural Information Processing Systems (NeurIPS), 2011 |
