Jakob Richter

According to our database, Jakob Richter authored at least 18 papers between 2016 and 2024.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2024

Bayesian Windkessel calibration using optimized 0D surrogate models.

Jakob Richter, Jonas Nitzler, Luca Pegolotti, Karthik Menon, Jonas Biehler, Wolfgang A. Wall, Daniele E. Schiavazzi, Alison L. Marsden, Martin R. Pfaller

CoRR, 2024

2023

Multi-Objective Hyperparameter Optimization in Machine Learning - An Overview.

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

ACM Trans. Evol. Learn. Optim., December, 2023

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

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

WIREs Data. Mining. Knowl. Discov., 2023

A Probabilistic Neural Twin for Treatment Planning in Peripheral Pulmonary Artery Stenosis.

John D. Lee, Jakob Richter, Martin R. Pfaller, Jason M. Szafron, Karthik Menon, Andrea Zanoni, Michael R. Ma, Jeffrey A. Feinstein, Jacqueline Kreutzer, Alison L. Marsden, Daniele E. Schiavazzi

CoRR, 2023

In silico high-resolution whole lung model to predict the locally delivered dose of inhaled drugs.

Maximilian J. Grill, Jonas Biehler, Karl-Robert Wichmann, David Rudlstorfer, Maximilian Rixner, Marie Brei, Jakob Richter, Joshua Bügel, Nina Pischke, Wolfgang A. Wall, Kei W. Müller

CoRR, 2023

2022

Multi-Objective Hyperparameter Optimization - An Overview.

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

CoRR, 2022

Survival Prediction and Model Selection.

Jörg Rahnenführer, Michel Lang, Jakob Richter

Proceedings of the Machine Learning under Resource Constraints - Volume 3: Applications, 2022

2021

MODES: model-based optimization on distributed embedded systems.

Junjie Shi, Jiang Bian, Jakob Richter, Kuan-Hsun Chen, Jörg Rahnenführer, Haoyi Xiong, Jian-Jia Chen

Mach. Learn., 2021

2020

Extending model-based optimization with resource-aware parallelization and for dynamic optimization problems

Jakob Richter

PhD thesis, 2020

Model-based optimization with concept drifts.

Jakob Richter, Junjie Shi, Jian-Jia Chen, Jörg Rahnenführer, Michel Lang

Proceedings of the GECCO '20: Genetic and Evolutionary Computation Conference, 2020

2019

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

Michel Lang, Martin Binder, Jakob Richter, Patrick Schratz, Florian Pfisterer, Stefan Coors, Quay Au, Giuseppe Casalicchio, Lars Kotthoff, Bernd Bischl

Dataset, December, 2019

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

Michel Lang, Martin Binder, Jakob Richter, Patrick Schratz, Florian Pfisterer, Stefan Coors, Quay Au, Giuseppe Casalicchio, Lars Kotthoff, Bernd Bischl

J. Open Source Softw., 2019

Model-based optimization of subgroup weights for survival analysis.

Jakob Richter, Katrin Madjar, Jörg Rahnenführer

Bioinform., 2019

2018

Performance evaluation and hyperparameter tuning of statistical and machine-learning models using spatial data.

Patrick Schratz, Jannes Muenchow, Eugenia Iturritxa, Jakob Richter, Alexander Brenning

CoRR, 2018

2017

RAMBO: Resource-Aware Model-Based Optimization with Scheduling for Heterogeneous Runtimes and a Comparison with Asynchronous Model-Based Optimization.

Helena Kotthaus, Jakob Richter, Andreas Lang, Janek Thomas, Bernd Bischl, Peter Marwedel, Jörg Rahnenführer, Michel Lang

Proceedings of the Learning and Intelligent Optimization - 11th International Conference, 2017

2016

mlr: Machine Learning in R.

Bernd Bischl, Michel Lang, Lars Kotthoff, Julia Schiffner, Jakob Richter, Erich Studerus, Giuseppe Casalicchio, Zachary M. Jones

J. Mach. Learn. Res., 2016

mlr Tutorial.

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

CoRR, 2016

Faster Model-Based Optimization Through Resource-Aware Scheduling Strategies.

Jakob Richter, Helena Kotthaus, Bernd Bischl, Peter Marwedel, Jörg Rahnenführer, Michel Lang

Proceedings of the Learning and Intelligent Optimization - 10th International Conference, 2016