Jakob Richter

Hyperparameter optimization: Foundations, algorithms, best practices, and open challenges

Bernd Bischl, Martin Binder, Michel Lang et al. · Wiley Interdisciplinary Reviews Data Mining and Knowledge Discovery · 2023 · 809 citations · Full text

Computing, Computer Science, Algorithms +14

Hyperparameter tuning and performance assessment of statistical and machine-learning algorithms using spatial data

Patrick Schratz, Jannes Muenchow, Eugenia Iturritxa et al. · Ecological Modelling · 2019 · 586 citations · Full text

Computing, Computer Science, Geoinformatics +12

mlr3: A modern object-oriented machine learning framework in R

Michel Lang, Martin Binder, Jakob Richter et al. · The Journal of Open Source Software · 2019 · 463 citations · Full text

Computing, Computer Science, Artificial Intelligence +10

mlr: Machine Learning in R

Bernd Bischl, Michel Lang, Lars Kotthoff et al. · 2013 · 284 citations

Computing, Computer Science, High-performance Computing +16

mlrMBO: A Modular Framework for Model-Based Optimization of Expensive Black-Box Functions

Bernd Bischl, Jakob Richter, Jakob Bossek et al. · arXiv (Cornell University) · 2017 · 135 citations · Full text

Computing, Computer Science, Machine Learning +14