Sum of Squares Criterion In addition to the value of R2 , another measurement used to assess the quality of a model is the sum of squares of the residuals. Recall from Section 10-2 that a residual is the difference between an observed y value and the value of y predicted from the model, which is denoted as ŷ. Better models have smaller sums of squares. Refer to the data in Table 10-7 on page 523. a. Find Σ (y − ŷ)2, the sum of squares of the residuals resulting from the linear model. b. Find the sum of squares of residuals resulting from the quadratic model. c. Verify that according to the sum of squares criterion, the quadratic model is better than the linear model.

Linear Algebra: A Modern Introduction
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Author:David Poole
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Chapter4: Eigenvalues And Eigenvectors
Section4.6: Applications And The Perron-frobenius Theorem
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Sum of Squares Criterion In addition to the value of R2 , another measurement used to assess the quality of a model is the sum of squares of the residuals. Recall from Section 10-2 that a residual is the difference between an observed y value and the value of y predicted from the model, which is denoted as ŷ. Better models have smaller sums of squares. Refer to the data in Table 10-7 on page 523.

a. Find Σ (y − ŷ)2, the sum of squares of the residuals resulting from the linear model.

b. Find the sum of squares of residuals resulting from the quadratic model.

c. Verify that according to the sum of squares criterion, the quadratic model is better than the linear model.

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