How do you deal with the class imbalance in a classification problem?

By ayush goel in 22 Sep 2023 | 03:55 pm
ayush goel

ayush goel

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Posts: 346
Member since: 21 Sep 2023

How do you deal with the class imbalance in a classification problem?

22 Sep 2023 | 03:55 pm
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divas goyal

divas goyal

Student
Posts: 453
Member since: 22 Sep 2023

Techniques for dealing with class imbalance in classification problems include:

  • Resampling (oversampling minority class or undersampling majority class).
  • Using different evaluation metrics like F1-score, precision-recall curves.
  • Applying synthetic data generation techniques.
  • Using ensemble methods like Random Forest or XGBoost.
22 Sep 2023 | 07:44 pm
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