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7. What is the gain of the splits below using Classification Error measure (Note: you have to use Classification Error as the Impurity measure here
7. What is the gain of the splits below using Classification Error measure (Note: you have to use Classification Error as the Impurity measure here and not Gini or Entropy. Also make sure to use two decimal precision points, e.g. 3.14, in all your calculations) Parent Node: Class C1 count: 17 Class C2 count: 23 Total instances: 40 Proportion of C1: 17/40 Proportion of C2: 23/40 Classification Error (Parent) = 1 - max(17/40, 23/40) = 0.425 Node N1: Class C1 count in N1: 15 Class C2 count in N1: 12 Total instances in N1: 27 Proportion of C1 in N1: 15/27 Proportion of C2 in N1: 12/27 Classification Error (N1) = 1 - max(15/27, 12/27) = 0.444 Node N2: Class C1 count in N2: 2 Class C2 count in N2: 11 Total instances in N2: 13 Proportion of C1 in N2: 2/13 Proportion of C2 in N2: 11/13 Classification Error (N2) = 1 - max(2/13, 11/13) = 0.154
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