Publications and Preprints

Comparing regularisation paths of (conjugate) gradient estimators in ridge regression

L. Hucker, M. Reiß, T. Stark (2026). Comparing regularisation paths of (conjugate) gradient estimators in ridge regression. Electronic Journal of Statistics 20(1), 425–444. doi:10.1214/26-EJS2497
publication slides

Early stopping for conjugate gradients in statistical inverse problems

L. Hucker, M. Reiß (2025). Early stopping for conjugate gradients in statistical inverse problems. Numerische Mathematik 157(5), 1739–1791. doi:10.1007/s00211-025-01469-4
publication slides

EarlyStopping: Implicit Regularization for Iterative Learning Procedures in Python

E. Ziebell, R. Miftachov, B. Stankewitz, L. Hucker (2025+). EarlyStopping: Implicit Regularization for Iterative Learning Procedures in Python. arXiv:2503.16753 [stat.ML]
preprint

Early stopping for conjugate gradients in statistical inverse problems

L. Hucker, M. Reiß (2024). Early stopping for conjugate gradients in statistical inverse problems. Oberwolfach Reports. doi:10.14760/OWR-2024-30
report slides

A note on the prediction error of principal component regression in high dimensions

L. Hucker, M. Wahl (2023). A note on the prediction error of principal component regression in high dimensions. Theory of Probability and Mathematical Statistics 109, 37–53. doi:10.1090/tpms/1196
publication