Statistical Inference for High Dimensional Problems
Contributors: Lin, Xihong; Robins, James; Cai, Tianxi; Tchetgen Tchetgen, Eric; Pillai, Natesh S.
Published: 2014
Language: eng
Description: In this dissertation, we study minimax hypothesis testing in high-dimensional regression against sparse alternatives and minimax estimation of average treatment effect in an semiparametric regression with possibly large number of covariates.
Notes: Keywords: Minimax Estimation, Minimax Hypothesis Testing.

Thesis Ph.D. Harvard University 2014