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stat.ME2025
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…
stat.ME2024
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…