DOC: add warning about limitations of oversampling methods#1165
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MdSaifAli786123 wants to merge 1 commit intoscikit-learn-contrib:masterfrom
Open
DOC: add warning about limitations of oversampling methods#1165MdSaifAli786123 wants to merge 1 commit intoscikit-learn-contrib:masterfrom
MdSaifAli786123 wants to merge 1 commit intoscikit-learn-contrib:masterfrom
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This PR adds a warning in the documentation explaining the potential
limitations of oversampling techniques such as SMOTE and ADASYN.
Oversampling methods can help balance training datasets, but may not
necessarily improve ranking metrics (e.g., ROC-AUC) and may negatively
affect probability calibration.
Closes #1101