322 citations · 816 across the 25 of their papers we have counts for
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stat.ML2016★ 48 cited
Double/Debiased Machine Learning for Treatment and Causal Parameters
Victor Chernozhukov, Denis Chetverikov, Mert Demirer +4
Most modern supervised statistical/machine learning (ML) methods are explicitly designed to solve prediction problems very well. Achieving this goal does not imply that these metho…
math.ST2016
On cross-validated Lasso in high dimensions
Denis Chetverikov, Zhipeng Liao, Victor Chernozhukov
In this paper, we derive non-asymptotic error bounds for the Lasso estimator when the penalty parameter for the estimator is chosen using -fold cross-validation. Our bounds impl…