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On the Effect of a Binary Treatment in the Presence of a Control Covariate

, 2020
The nonparametric regression of a response variable on a binary treatment and a control covariate equals the nonparametric regression of the response on the control plus the conditional (given the control) linear regression of the resulting residual on ...
Rajeshwari Majumdar
semanticscholar   +1 more source

Statistical Inference for Structured High-dimensional Models

Oberwolfach Reports, 2019
High-dimensional statistical inference is a newly emerged direction of statistical science in the 21 century. Its importance is due to the increasing dimensionality and complexity of models needed to process and understand the modern real world data. The
A. Juditsky, A. Tsybakov, Cun-Hui Zhang
semanticscholar   +1 more source

Fiducial theory for free-knot splines

, 2014
D. Sonderegger, Jan Hannig
semanticscholar   +1 more source

Asymptotics for penalized spline estimators in quantile regression

Communications in Statistics - Theory and Methods, 2023
Takuma Yoshida
exaly  

Mini-Workshop: Mathematics of Machine Learning

, 2011
L. Györfi   +3 more
semanticscholar   +1 more source

Robust nonparametric estimation for functional data

Journal of Nonparametric Statistics, 2008
Ali Laksaci
exaly  

A survey of cross-validation procedures for model selection

Statistics Surveys, 2010
Alain Celisse
exaly  

Simultaneous analysis of Lasso and Dantzig selector

Annals of Statistics, 2009
Peter J Bickel   +2 more
exaly  

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