Question: When selecting a decision tree split criterion, which is a reason to choose Gain Ratio over Information Gain? (Select ANY correct answer) A. you have

When selecting a decision tree split criterion, which is a reason to choose Gain Ratio over Information Gain? (Select ANY correct answer)

A.

you have polynominal attributes with many values.

B.

you need to get the fastest runtime (Gain Ratio always has a shorter runtime than Information Gain).

C.

you have a relatively small data set (they will both take similar time to run but Gain Ratio always gives better performance over Information Gain).

D.

you want a criterion that takes Information Gain, and adjusts it for each attribute based on the number of possible values.

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