Question
The accompanying data file contains three predictor variables, x 1 , x 2 , and x 3 , and a numerical target variable, y .
The accompanying data file contains three predictor variables, x1, x2, and x3, and a numerical target variable, y. A regression tree will be constructed using the data.
x1 | x2 | x3 | y |
258 | 98 | 9.5 | 15 |
246 | 87 | 10 | 14 |
113 | 113 | 18.5 | 28 |
320 | 35 | 3 | 32 |
a. Compute the MSE of the partition x1= 252:
b. Compute the MSE of the partition x2= 92.5:
c. Compute the MSE of the partition x3= 14.25:
d.Which of the following statements is the most accurate?
The partition x2 = 92.5 creates a higher MSE; therefore, it is the better split for achieving purity.
The partition x3 = 14.25 creates a lower MSE; therefore, it is the better split for achieving purity.
The partition x2 = 92.5 creates a lower MSE; therefore, it is the better split for achieving purity.
The partition x2 = 92.5 creates a higher MSE; therefore, it is the better split for achieving purity.
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