Based on a sample of 25 observations, the population regression modelyi = β0 + β1x1 + εiwas estimated. The least squares estimates obtained were as follows:b0 = 15.6 and b1 = 1.3The total and error sums of squares were as follows:SST = 268 and SSE = 204a. Find and interpret the coefficient of determination.b. Test, against a two-sided alternative at the 5% significance level, the null hypothesis that the slope of the population regression line is 0.c. Find a 95% confidence interval for β1.

Linear Algebra: A Modern Introduction
4th Edition
ISBN:9781285463247
Author:David Poole
Publisher:David Poole
Chapter7: Distance And Approximation
Section7.3: Least Squares Approximation
Problem 31EQ
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Based on a sample of 25 observations, the population regression model
yi = β0 + β1x1 + εi
was estimated. The least squares estimates obtained were as follows:
b0 = 15.6 and b1 = 1.3
The total and error sums of squares were as follows:
SST = 268 and SSE = 204
a. Find and interpret the coefficient of determination.
b. Test, against a two-sided alternative at the 5% significance level, the null hypothesis that the slope of the population regression line is 0.
c. Find a 95% confidence interval for β1.

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