DoubleML-an object-oriented implementation of double machine learning in python P Bach, V Chernozhukov, MS Kurz, M Spindler Journal of Machine Learning Research 23 (53), 1-6, 2022 | 97 | 2022 |
Instrument validity tests with causal forests H Farbmacher, R Guber, S Klaassen Journal of Business & Economic Statistics 40 (2), 605-614, 2022 | 17 | 2022 |
Uniform inference in high-dimensional Gaussian graphical models S Klaassen, J Kueck, M Spindler, V Chernozhukov Biometrika 110 (1), 51-68, 2023 | 9* | 2023 |
Transformation models in high dimensions S Klaassen, J Kueck, M Spindler Journal of Business & Economic Statistics 40 (3), 1168-1178, 2022 | 7* | 2022 |
Hyperparameter Tuning for Causal Inference with Double Machine Learning: A Simulation Study P Bach, O Schacht, V Chernozhukov, S Klaassen, M Spindler Causal Learning and Reasoning, 1065-1117, 2024 | 5 | 2024 |
DoubleMLDeep: Estimation of Causal Effects with Multimodal Data S Klaassen, J Teichert-Kluge, P Bach, V Chernozhukov, M Spindler, ... arXiv preprint arXiv:2402.01785, 2024 | 4 | 2024 |
Causally learning an optimal rework policy O Schacht, S Klaassen, P Schwarz, M Spindler, D Grunbaum, S Imhof The KDD'23 Workshop on Causal Discovery, Prediction and Decision, 3-24, 2023 | 4 | 2023 |
Uniform inference in high-dimensional generalized additive models P Bach, S Klaassen, J Kueck, M Spindler arXiv preprint arXiv:2004.01623 13, 2020 | 4 | 2020 |
A note on high-dimensional confidence regions S Klaassen arXiv preprint arXiv:2105.09028, 2021 | 1 | 2021 |
Management Decisions in Manufacturing using Causal Machine Learning--To Rework, or not to Rework? P Schwarz, O Schacht, S Klaassen, D Grünbaum, S Imhof, M Spindler arXiv preprint arXiv:2406.11308, 2024 | | 2024 |
Estimation and Uniform Inference in Sparse High-Dimensional Additive Models P Bach, S Klaassen, J Kueck, M Spindler arXiv. org Papers, 2024 | | 2024 |
DoubleML--An Object-Oriented Implementation of Double Machine Learning in R P Bach, V Chernozhukov, MS Kurz, M Spindler, S Klaassen Journal of Statistical Software 108 (3), 1-56, 2024 | | 2024 |
Causal Inference with Machine Learning V Chernozhukov, MD Cinelli, E Duflo, I Fernandez-Val, C Hansen, ... | | 2022 |
Essays on Valid Inference in High-dimensions S Klaaßen Universität Hamburg, 2020 | | 2020 |