Question: A dataset ( samples ) is given below, representing as an information table. The attributes named Hair, Breathes, and Legs are its conditional attributes. The
A dataset samples is given below, representing as an information table. The attributes named Hair, Breathes, and Legs are its conditional attributes. The attributed named Species is its decision attribute. Create a decision tree based on the dataset, applying ID algorithm.
When selecting the most appropriate conditional attribute for each node, you need to provide the answers of the following items:
a points The entropy for the present information table;
b points For each conditional attribute, the entropy of each conditional attribute value;
c points The information gain of each conditional attribute value;
d points The name of the conditional attribute to be selected and why.
points Draw the decision tree.
points Write down all decision rules that can be derived from the decision tree.
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