Published 2018
Table of Contents:
“...Note continued: 16.2.1.Background on penalized high-dimensional regression and the choice of penalty function / Lan Wang -- 16.2.2.Nonconvex penalized high-dimensional linear quantile regression / Lan Wang -- 16.2.2.1.Overview / Lan Wang -- 16.2.2.2.Oracle property of the nonconvex penalized quantile regression estimator / Lan Wang -- 16.3.High-dimensional sparse semiparametric quantile regression / Lan Wang -- 16.3.1.Overview / Lan Wang -- 16.3.2.Nonconvex penalized partially linear additive quantile regression / Lan Wang -- 16.3.3.Oracle properties / Lan Wang -- 16.4.
Computational aspects of nonconvex penalized quantile regression / Lan Wang -- 16.4.1.Linear
programming based algorithms (moderately large p) / Lan Wang -- 16.4.2.New iterative coordinate descent algorithm (larger p) / Lan Wang -- 16.5.Other related problems / Lan Wang -- 16.5.1.Simultaneous estimation and variable selection at multiple quintiles / Lan Wang...
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