CAS Exam MAS-II Fall 2018, Question 40
Study guide: Exam MAS-II
You are given the following classification decision tree and data set:
i |
X_1 |
X_2 |
Y |
|---|---|---|---|
| 1 | 12 | Y | T |
| 2 | 23 | N | F |
| 3 | 4 | Y | F |
| 4 | 32 | Y | F |
| 5 | 22 | N | T |
| 6 | 30 | Y | T |
| 7 | 18 | N | T |
Determine the relationship between the classification error rate, the Gini index, and the cross-entropy, summed across all nodes.
- A) cross-entropy > Gini index > classification error rate
- B) cross-entropy > Gini index = classification error rate
- C) classification error rate > Gini index > cross-entropy
- D) Gini index > cross-entropy > classification error rate
- E) The answer is not given by (A), (B), (C), or (D).
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