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How can merging categories based on domain knowledge benefit the preprocessing of categorical features? Group of answer choices By increasing the cardinality of the feature

How can merging categories based on domain knowledge benefit the preprocessing of categorical features?

Group of answer choices

By increasing the cardinality of the feature

By logically grouping categories, enhancing the model's ability to find meaningful patterns

By disregarding the relationships between different categories

By making the model more prone to overfitting

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