Title
Post-Selection Confidence Bounds for Prediction Performance Pascal Rink W. Brannath 76 1 0 24 Oct 2022
On the role of benchmarking data sets and simulations in method comparison studies Sarah Friedrich T. Friede 56 25 0 02 Aug 2022
Interaction-Grounded Learning with Action-inclusive Feedback Tengyang Xie Akanksha Saran Dylan J. Foster Lekan Molu Ida Momennejad Nan Jiang Paul Mineiro John Langford 69 10 0 16 Jun 2022
Accelerated Componentwise Gradient Boosting using Efficient Data Representation and Momentum-based Optimization Daniel Schalk B. Bischl David Rügamer 71 3 0 07 Oct 2021
Test for non-negligible adverse shifts Vathy M. Kamulete 79 4 0 07 Jul 2021
Model-agnostic Feature Importance and Effects with Dependent Features -- A Conditional Subgroup Approach Christoph Molnar Gunnar Konig B. Bischl Giuseppe Casalicchio 90 84 0 08 Jun 2020
Large-scale benchmark study of survival prediction methods using multi-omics data Moritz Herrmann Philipp Probst R. Hornung V. Jurinovic A. Boulesteix 75 80 0 07 Mar 2020
OpenML-Python: an extensible Python API for OpenML Matthias Feurer Jan N. van Rijn Arlind Kadra Pieter Gijsbers Neeratyoy Mallik Sahithya Ravi Andreas Müller Joaquin Vanschoren Frank Hutter ELM GP 101 92 0 06 Nov 2019
A meta-learning recommender system for hyperparameter tuning: predicting when tuning improves SVM classifiers R. G. Mantovani André Luis Debiaso Rossi Edesio Alcobaça Joaquin Vanschoren A. Carvalho 52 69 0 04 Jun 2019
Automatic Exploration of Machine Learning Experiments on OpenML D. Kühn Philipp Probst Janek Thomas B. Bischl AI4CE 90 21 0 28 Jun 2018
Visualizing the Feature Importance for Black Box Models Giuseppe Casalicchio Christoph Molnar B. Bischl FAtt 47 183 0 18 Apr 2018
Hyperparameters and Tuning Strategies for Random Forest Philipp Probst Marvin N. Wright A. Boulesteix 168 1,425 0 10 Apr 2018
Tunability: Importance of Hyperparameters of Machine Learning Algorithms Philipp Probst B. Bischl A. Boulesteix 93 626 0 26 Feb 2018
OpenML Benchmarking Suites B. Bischl Giuseppe Casalicchio Matthias Feurer Pieter Gijsbers Frank Hutter Michel Lang R. G. Mantovani Jan N. van Rijn Joaquin Vanschoren VLM ELM 132 165 0 11 Aug 2017
To tune or not to tune the number of trees in random forest? Philipp Probst A. Boulesteix 81 393 0 16 May 2017