3 citations · 3 across the 1 of their papers we have counts for
3 papers
On "Confirmatory" Methodological Research in Statistics and Related Fields
F. J. D. Lange, Juliane C. Wilcke, Sabine Hoffmann +2
Empirical substantive research, such as in the life or social sciences, is commonly categorized into the two modes exploratory and confirmatory, both of which are essential to scie…
Statistical parametric simulation studies based on real data
Christina Sauer, F. Julian D. Lange, Maria Thurow +2
Simulation studies are indispensable for evaluating statistical methods and ubiquitous in statistical research. The most common simulation approach is parametric simulation, where…
Position: Why We Must Rethink Empirical Research in Machine Learning
Moritz Herrmann, F. Julian D. Lange, Katharina Eggensperger +7
We warn against a common but incomplete understanding of empirical research in machine learning that leads to non-replicable results, makes findings unreliable, and threatens to un…