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What are the implications of imbalanced class distributions on classification performance, and what advanced techniques can be employed to mitigate bias and improve model generalization?

What are the implications of imbalanced class distributions on classification performance, and what advanced techniques can be employed to mitigate bias and improve model generalization? 

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