A colleague argues that you must always use Entropy over Gini because Entropy is "more mathematically principled." What is the most accurate response?

Question

Answer

In practice, Entropy and Gini rarely produce significantly different trees; Gini is computationally cheaper since it avoids logarithm calculations

Answer

Entropy should only be used for multi-class problems; Gini only for binary

Answer

Gini always produces deeper trees than Entropy

Answer

Entropy is always superior because it comes from information theory

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A colleague argues that you must always use Entropy over Gini because Entropy is...

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