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palonso avatar palonso commented on August 18, 2024

Implemented in 3c2ca55 (PR #86)

However when you say,

Make sure cross-validation is not affected by unbalanced data

the expected behavior is not clear for me. My intuition was to compute the weights for each fold and not globally for whole the dataset as this way the SVM input will always be balanced. Do you agree?

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dbogdanov avatar dbogdanov commented on August 18, 2024

That is correct. However, we can also consider doing stratified splits (e.g., see sklearn) as curently we just randomly split all the data disregarding the distribution of labels. What do you think?

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