13 citations · 35 across the 6 of their papers we have counts for
6 papers
An Empirical Comparison of Methods for Quantifying the Similarity of Numeric Datasets
Marieke Stolte, Jörg Rahnenführer, Andrea Bommert
Methods for quantifying the similarity of datasets are relevant in applications where two or more datasets, or their underlying distributions, need to be compared, ranging from two…
Methods for Quantifying Dataset Similarity: a Review, Taxonomy and Comparison
Marieke Stolte, Franziska Kappenberg, Jörg Rahnenführer +1
Quantifying the similarity between datasets has widespread applications in statistics and machine learning. The performance of a predictive model on novel datasets, referred to as…
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
Marieke Stolte, Nicholas Schreck, Alla Slynko +4
Simulation is a crucial tool for the evaluation and comparison of statistical methods. How to design fair and neutral simulation studies is therefore of great interest for research…
Employing an Adjusted Stability Measure for Multi-Criteria Model Fitting on Data Sets with Similar Features
Andrea Bommert, Jörg Rahnenführer, Michel Lang
Fitting models with high predictive accuracy that include all relevant but no irrelevant or redundant features is a challenging task on data sets with similar (e.g. highly correlat…
Adjusted Measures for Feature Selection Stability for Data Sets with Similar Features
Andrea Bommert, Jörg Rahnenführer
For data sets with similar features, for example highly correlated features, most existing stability measures behave in an undesired way: They consider features that are almost ide…
High Dimensional Restrictive Federated Model Selection with multi-objective Bayesian Optimization over shifted distributions
Xudong Sun, Andrea Bommert, Florian Pfisterer +3
A novel machine learning optimization process coined Restrictive Federated Model Selection (RFMS) is proposed under the scenario, for example, when data from healthcare units can n…