Does the classifier beat chance? A Monte Carlo simulation procedure for the empirical estimation of performance baselines in imbalanced datasets with annotated example

Authors

Marin-Garcia, Juan A.; Martinez-Tomas, Juan; Díaz-Curbelo, Alina; Alfalla-Luque, Rafaela

Year

2026

Journal

WPOM-Working Papers on Operations Management

Volume

17

Issue

Not in the data

Pages

Not in the data

DOI or link

10.4995/wpom.25846

How to cite

APA 7 citation

Marin-Garcia, J. A., Martinez-Tomas, J., Díaz-Curbelo, A., & Alfalla-Luque, R. (2026). Does the classifier beat chance? A Monte Carlo simulation procedure for the empirical estimation of performance baselines in imbalanced datasets with annotated example. WPOM-Working Papers on Operations Management, 17. https://doi.org/10.4995/wpom.25846

BibTeX

% Not in the source data: abstract, number, pages
@article{maringarcia2026does,
  author = {Marin-Garcia, Juan A. and Martinez-Tomas, Juan and Díaz-Curbelo, Alina and Alfalla-Luque, Rafaela},
  title = {{Does the classifier beat chance? A Monte Carlo simulation procedure for the empirical estimation of performance baselines in imbalanced datasets with annotated example}},
  journal = {WPOM-Working Papers on Operations Management},
  year = {2026},
  volume = {17},
  doi = {10.4995/wpom.25846}
}