What is target imbalance? How do we fix it? A scenario where you have performed target imbalance on data. Which metrics and algorithms do you find suitable to input this data onto?

By ayush goel in 22 Sep 2023 | 01:53 pm
ayush goel

ayush goel

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Posts: 346
Member since: 21 Sep 2023

What is target imbalance? How do we fix it? A scenario where you have performed target imbalance on data. Which metrics and algorithms do you find suitable to input this data onto?

22 Sep 2023 | 01:53 pm
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divas goyal

divas goyal

Student
Posts: 453
Member since: 22 Sep 2023

Target imbalance occurs when one class in a classification problem significantly outnumbers the other(s). It can lead to biased model performance.

   - To fix it, you can use techniques like resampling (oversampling/undersampling), generating synthetic samples (SMOTE), or using different evaluation metrics like precision, recall, or F1-score.


23 Sep 2023 | 03:11 pm
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