Martin Binder
University of Basel(CH)TU Bergakademie Freiberg(DE)
Publications by Year
Research Areas
Machine Learning and Data Classification, Advanced Multi-Objective Optimization Algorithms, Metaheuristic Optimization Algorithms Research, Machine Learning in Bioinformatics, Data Analysis with R
Most-Cited Works
- → Hyperparameter optimization: Foundations, algorithms, best practices, and open challenges(2023)726 cited
- → mlr3: A modern object-oriented machine learning framework in R(2019)435 cited
- → Multi-Objective Hyperparameter Optimization in Machine Learning—An Overview(2023)75 cited
- → Hyperparameter Optimization: Foundations, Algorithms, Best Practices and Open Challenges(2021)49 cited
- → A self-supervised deep learning method for data-efficient training in genomics(2023)20 cited
- mlr3pipelines - Flexible Machine Learning Pipelines in R(2021)
- → Multi-Objective Hyperparameter Optimization in Machine Learning -- An Overview(2022)12 cited
- → YAHPO Gym -- An Efficient Multi-Objective Multi-Fidelity Benchmark for Hyperparameter Optimization(2021)9 cited
- → mlrCPO: Composable Preprocessing Operators and Pipelines for Machine Learning(2018)7 cited
- → Multi-objective hyperparameter tuning and feature selection using filter ensembles(2020)4 cited