45 citations · 62 across the 15 of their papers we have counts for
4 papers · 1 filter
Effect Identification and Unit Categorization in the Multi-Score Regression Discontinuity Design with Application to LED Manufacturing
Philipp Alexander Schwarz, Oliver Schacht, Sven Klaassen +2
RDD (Regression discontinuity design) is a widely used framework for identifying and estimating causal effects at the cutoff of a single running variable. In practice, however, dec…
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…
Uniform Inference in High-Dimensional Gaussian Graphical Models
Sven Klaassen, Jannis Kück, Martin Spindler +1
Graphical models have become a very popular tool for representing dependencies within a large set of variables and are key for representing causal structures. We provide results fo…
Transformation Models in High-Dimensions
Sven Klaassen, Jannis Kueck, Martin Spindler
Transformation models are a very important tool for applied statisticians and econometricians. In many applications, the dependent variable is transformed so that homogeneity or no…