[model:component] Add sampling techniques to address imbalanced dataset#4283
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benjaminmah wants to merge 2 commits intomozilla:masterfrom
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[model:component] Add sampling techniques to address imbalanced dataset#4283benjaminmah wants to merge 2 commits intomozilla:masterfrom
benjaminmah wants to merge 2 commits intomozilla:masterfrom
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Still a WIP. Metrics collected from SMOTE can be found here: metrics.log Takeaways:
This is most likely due to the huge differences in the number of bugs in different products and components (1000+ vs 20), and SMOTE matches the number of bugs in each minority class to the majority class, making the ratio of synthetic data to real data very large. |
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@suhaibmujahid Since this PR is mainly experimental, and the results were proven to be much worse, I think we can close this. WDYT? |
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Resolves #4281.
Investigating and adding sampling techniques (i.e. SMOTE, SMOTEEN, RandomUndersampling) to address the imbalanced dataset of bugs.