152 citations · 256 across the 22 of their papers we have counts for
4 papers · 1 filter
Insights from Optimal Pandemic Shielding in a Multi-Group SEIR Framework
Philipp Bach, Victor Chernozhukov, Martin Spindler
The COVID-19 pandemic constitutes one of the largest threats in recent decades to the health and economic welfare of populations globally. In this paper, we analyze different types…
Estimation and Uniform Inference in Sparse High-Dimensional Additive Models
Philipp Bach, Sven Klaassen, Jannis Kueck +1
We develop a novel method to construct uniformly valid confidence bands for a nonparametric component in the sparse additive model $Y=f_1(X_1)+\ldots + f_p(X_p) + \varepsilon…
Causal mediation analysis with double machine learning
Helmut Farbmacher, Martin Huber, Lukáš Lafférs +2
This paper combines causal mediation analysis with double machine learning to control for observed confounders in a data-driven way under a selection-on-observables assumption in a…
Adaptive Discrete Smoothing for High-Dimensional and Nonlinear Panel Data
Xi Chen, Ye Luo, Martin Spindler
In this paper we develop a data-driven smoothing technique for high-dimensional and non-linear panel data models. We allow for individual specific (non-linear) functions and estima…