Benchmark for filter methods for feature selection in high-dimensional classification data A Bommert, X Sun, B Bischl, J Rahnenführer, M Lang Computational Statistics & Data Analysis 143, 106839, 2020 | 636 | 2020 |
Benchmark of filter methods for feature selection in high-dimensional gene expression survival data A Bommert, T Welchowski, M Schmid, J Rahnenführer Briefings in Bioinformatics 23 (1), bbab354, 2022 | 107 | 2022 |
A Multicriteria Approach to Find Predictive and Sparse Models with Stable Feature Selection for High‐Dimensional Data A Bommert, J Rahnenführer, M Lang Computational and mathematical methods in medicine 2017 (1), 7907163, 2017 | 30 | 2017 |
High dimensional restrictive federated model selection with multi-objective bayesian optimization over shifted distributions X Sun, A Bommert, F Pfisterer, J Rähenfürher, M Lang, B Bischl Intelligent Systems and Applications: Proceedings of the 2019 Intelligent …, 2020 | 15 | 2020 |
Integration of Feature Selection Stability in Model Fitting AM Bommert TU Dortmund University, 2021 | 13 | 2021 |
Adjusted measures for feature selection stability for data sets with similar features A Bommert, J Rahnenführer Machine Learning, Optimization, and Data Science: 6th International …, 2020 | 12 | 2020 |
stabm: Stability Measures for Feature Selection A Bommert, M Lang Journal of Open Source Software 6 (59), 3010, 2021 | 11 | 2021 |
Simulation study to evaluate when Plasmode simulation is superior to parametric simulation in estimating the mean squared error of the least squares estimator in linear regression M Stolte, N Schreck, A Slynko, M Saadati, A Benner, J Rahnenführer, ... PloS one 19 (5), e0299989, 2024 | | 2024 |
A Review and Taxonomy of Methods for Quantifying Dataset Similarity M Stolte, A Bommert, J Rahnenführer arXiv preprint arXiv:2312.04078, 2023 | | 2023 |
When is Plasmode simulation superior to parametric simulation when estimating the MSE of the least squares estimator in linear regression? M Stolte, N Schreck, A Slynko, M Saadati, A Benner, J Rahnenführer, ... arXiv preprint arXiv:2312.04077, 2023 | | 2023 |
Organizational, Sociological and Procedural Uncertainties in Statistical and Machine Learning: A Systematic Literature Review N Große, M Wilkesmann, A Bommert ESSN: 2701-6277, 527-537, 2023 | | 2023 |
Employing an Adjusted Stability Measure for Multi-criteria Model Fitting on Data Sets with Similar Features A Bommert, J Rahnenführer, M Lang International Conference on Machine Learning, Optimization, and Data Science …, 2021 | | 2021 |