Question: Compared to the ID 3 decision tree ( information gain ) , what is the advantage of the Gain Ratio ( C 4 . 5
Compared to the ID decision tree information gain what is the advantage of the Gain Ratio C
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C can detect some less informative features, such as social security number and ID number, and exclude them when choosing an attribute to split data.
C will evenly divide the data among many branches as a result of the split.
C is much faster in computation than the ID
C has a superior noise attribute detection ability and is more stable than ID
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