Michel Lang

Publication Activity (10 Years)

Years Active: 2011-2024
Publications (10 Years): 34

Top Topics

Efficient Execution

Feature Selection

Machine Learning

Top Venues

J. Open Source Softw.

J. Mach. Learn. Res.

Publications

Lena Schmid, Daniel Biebert, Christian Hakert, Kuan-Hsun Chen, Michel Lang, Markus Pauly, Jian-Jia Chen
TREE: Tree Regularization for Efficient Execution. CoRR (2024)
Florian Pfisterer, Siyi Wei, Sebastian J. Vollmer, Michel Lang, Bernd Bischl
Fairness Audits and Debiasing Using \pkg{mlr3fairness}. R J. 15 (1) (2023)
Bernd Bischl, Martin Binder, Michel Lang, Tobias Pielok, Jakob Richter, Stefan Coors, Janek Thomas, Theresa Ullmann, Marc Becker, Anne-Laure Boulesteix, Difan Deng, Marius Lindauer
Hyperparameter optimization: Foundations, algorithms, best practices, and open challenges. WIREs Data. Mining. Knowl. Discov. 13 (2) (2023)
Florian Karl, Tobias Pielok, Julia Moosbauer, Florian Pfisterer, Stefan Coors, Martin Binder, Lennart Schneider, Janek Thomas, Jakob Richter, Michel Lang, Eduardo C. Garrido-Merchán, Jürgen Branke, Bernd Bischl
Multi-Objective Hyperparameter Optimization in Machine Learning - An Overview. ACM Trans. Evol. Learn. Optim. 3 (4) (2023)
Julia Moosbauer, Martin Binder, Lennart Schneider, Florian Pfisterer, Marc Becker, Michel Lang, Lars Kotthoff, Bernd Bischl
Automated Benchmark-Driven Design and Explanation of Hyperparameter Optimizers. IEEE Trans. Evol. Comput. 26 (6) (2022)
Florian Karl, Tobias Pielok, Julia Moosbauer, Florian Pfisterer, Stefan Coors, Martin Binder, Lennart Schneider, Janek Thomas, Jakob Richter, Michel Lang, Eduardo C. Garrido-Merchán, Jürgen Branke, Bernd Bischl
Multi-Objective Hyperparameter Optimization - An Overview. CoRR (2022)
Bernd Bischl, Giuseppe Casalicchio, Matthias Feurer, Pieter Gijsbers, Frank Hutter, Michel Lang, Rafael Gomes Mantovani, Jan N. van Rijn, Joaquin Vanschoren
OpenML Benchmarking Suites. NeurIPS Datasets and Benchmarks (2021)
Martin Binder, Florian Pfisterer, Michel Lang, Lennart Schneider, Lars Kotthoff, Bernd Bischl
mlr3pipelines - Flexible Machine Learning Pipelines in R. J. Mach. Learn. Res. 22 (2021)
Andrea Bommert, Michel Lang
stabm: Stability Measures for Feature Selection. J. Open Source Softw. 6 (59) (2021)
Julia Moosbauer, Martin Binder, Lennart Schneider, Florian Pfisterer, Marc Becker, Michel Lang, Lars Kotthoff, Bernd Bischl
Automated Benchmark-Driven Design and Explanation of Hyperparameter Optimizers. CoRR (2021)
Andrea Bommert, Jörg Rahnenführer, Michel Lang
Employing an Adjusted Stability Measure for Multi-Criteria Model Fitting on Data Sets with Similar Features. CoRR (2021)
Raphael Sonabend, Franz J. Király, Andreas Bender, Bernd Bischl, Michel Lang
mlr3proba: an R package for machine learning in survival analysis. Bioinform. 37 (17) (2021)
Andrea Bommert, Jörg Rahnenführer, Michel Lang
Employing an Adjusted Stability Measure for Multi-criteria Model Fitting on Data Sets with Similar Features. LOD (2021)
Bernd Bischl, Martin Binder, Michel Lang, Tobias Pielok, Jakob Richter, Stefan Coors, Janek Thomas, Theresa Ullmann, Marc Becker, Anne-Laure Boulesteix, Difan Deng, Marius Lindauer
Hyperparameter Optimization: Foundations, Algorithms, Best Practices and Open Challenges. CoRR (2021)
Patrick Schratz, Marc Becker, Michel Lang, Alexander Brenning
Mlr3spatiotempcv: Spatiotemporal resampling methods for machine learning in R. CoRR (2021)
Jakob Richter, Junjie Shi, Jian-Jia Chen, Jörg Rahnenführer, Michel Lang
Model-based optimization with concept drifts. GECCO (2020)
Rudolf Jagdhuber, Michel Lang, Arnulf Stenzl, Jochen Neuhaus, Jörg Rahnenführer
Cost-Constrained feature selection in binary classification: adaptations for greedy forward selection and genetic algorithms. BMC Bioinform. 21 (1) (2020)
Rudolf Jagdhuber, Michel Lang, Jörg Rahnenführer
Feature Selection Methods for Cost-Constrained Classification in Random Forests. CoRR (2020)
Andrea Bommert, Xudong Sun, Bernd Bischl, Jörg Rahnenführer, Michel Lang
Benchmark for filter methods for feature selection in high-dimensional classification data. Comput. Stat. Data Anal. 143 (2020)
Raphael Sonabend, Franz J. Király, Andreas Bender, Bernd Bischl, Michel Lang
mlr3proba: Machine Learning Survival Analysis in R. CoRR (2020)
Xudong Sun, Andrea Bommert, Florian Pfisterer, Jörg Rahnenführer, Michel Lang, Bernd Bischl
High Dimensional Restrictive Federated Model Selection with multi-objective Bayesian Optimization over shifted distributions. CoRR (2019)
Xudong Sun, Andrea Bommert, Florian Pfisterer, Jörg Rahnenführer, Michel Lang, Bernd Bischl
High Dimensional Restrictive Federated Model Selection with Multi-objective Bayesian Optimization over Shifted Distributions. IntelliSys (1) (2019)
Giuseppe Casalicchio, Jakob Bossek, Michel Lang, Dominik Kirchhoff, Pascal Kerschke, Benjamin Hofner, Heidi Seibold, Joaquin Vanschoren, Bernd Bischl
OpenML: An R package to connect to the machine learning platform OpenML. Comput. Stat. 34 (3) (2019)
Michel Lang, Martin Binder, Jakob Richter, Patrick Schratz, Florian Pfisterer, Stefan Coors, Quay Au, Giuseppe Casalicchio, Lars Kotthoff, Bernd Bischl
mlr3: A modern object-oriented machine learning framework in R. J. Open Source Softw. 4 (44) (2019)
Alessandro Gasparini, Michel Lang
rsimsum: Summarise results from Monte Carlo simulation studies. J. Open Source Softw. 3 (26) (2018)
Andrea Bommert, Jörg Rahnenführer, Michel Lang
A Multicriteria Approach to Find Predictive and Sparse Models with Stable Feature Selection for High-Dimensional Data. Comput. Math. Methods Medicine 2017 (2017)
Giuseppe Casalicchio, Jakob Bossek, Michel Lang, Dominik Kirchhoff, Pascal Kerschke, Benjamin Hofner, Heidi Seibold, Joaquin Vanschoren, Bernd Bischl
OpenML: An R Package to Connect to the Networked Machine Learning Platform OpenML. CoRR (2017)
Helena Kotthaus, Jakob Richter, Andreas Lang, Janek Thomas, Bernd Bischl, Peter Marwedel, Jörg Rahnenführer, Michel Lang
RAMBO: Resource-Aware Model-Based Optimization with Scheduling for Heterogeneous Runtimes and a Comparison with Asynchronous Model-Based Optimization. LION (2017)
Bernd Bischl, Giuseppe Casalicchio, Matthias Feurer, Frank Hutter, Michel Lang, Rafael Gomes Mantovani, Jan N. van Rijn, Joaquin Vanschoren
OpenML Benchmarking Suites and the OpenML100. CoRR (2017)
Michel Lang
checkmate: Fast Argument Checks for Defensive R Programming. R J. 9 (1) (2017)
Michel Lang, Bernd Bischl, Dirk Surmann
batchtools: Tools for R to work on batch systems. J. Open Source Softw. 2 (10) (2017)
Julia Schiffner, Bernd Bischl, Michel Lang, Jakob Richter, Zachary M. Jones, Philipp Probst, Florian Pfisterer, Mason Gallo, Dominik Kirchhoff, Tobias Kühn, Janek Thomas, Lars Kotthoff
mlr Tutorial. CoRR (2016)
Jakob Richter, Helena Kotthaus, Bernd Bischl, Peter Marwedel, Jörg Rahnenführer, Michel Lang
Faster Model-Based Optimization Through Resource-Aware Scheduling Strategies. LION (2016)
Bernd Bischl, Michel Lang, Lars Kotthoff, Julia Schiffner, Jakob Richter, Erich Studerus, Giuseppe Casalicchio, Zachary M. Jones
mlr: Machine Learning in R. J. Mach. Learn. Res. 17 (2016)
Kai Kammers, Michel Lang, Jan G. Hengstler, Marcus Schmidt, Jörg Rahnenführer
Survival models with preclustered gene groups as covariates. BMC Bioinform. 12 (2011)