Exam 12: Simple Linear Regression

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Regression analysis is a statistical procedure for developing a mathematical equation that describes how

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Given below are four observations collected in a regression study on two variables x (independent variable) and y (dependent variable).  Given below are four observations collected in a regression study on two variables x (independent variable) and y (dependent variable).     a.Develop the least squares estimated regression equation. b.At 95% confidence, perform a t test and determine whether or not the slope is significantly different from zero. c.Perform an F test to determine whether or not the model is significant. Let  \alpha  = 0.05. d.Compute the coefficient of determination. a.Develop the least squares estimated regression equation. b.At 95% confidence, perform a t test and determine whether or not the slope is significantly different from zero. c.Perform an F test to determine whether or not the model is significant. Let α\alpha = 0.05. d.Compute the coefficient of determination.

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       a = 2.864 + 0.636x b.p-value < .05; reject H<sub>o</sub> c.p-value < .05; reject H<sub>o</sub> d.0.955        a = 2.864 + 0.636x b.p-value < .05; reject H<sub>o</sub> c.p-value < .05; reject H<sub>o</sub> d.0.955        a = 2.864 + 0.636x b.p-value < .05; reject H<sub>o</sub> c.p-value < .05; reject H<sub>o</sub> d.0.955
a       a = 2.864 + 0.636x b.p-value < .05; reject H<sub>o</sub> c.p-value < .05; reject H<sub>o</sub> d.0.955= 2.864 + 0.636x
b.p-value < .05; reject Ho
c.p-value < .05; reject Ho
d.0.955

Exhibit 12-10 The following information regarding a dependent variable Y and an independent variable X is provided. Exhibit 12-10 The following information regarding a dependent variable Y and an independent variable X is provided.   -Refer to Exhibit 12-10. The point estimate of Y when X = -3 is -Refer to Exhibit 12-10. The point estimate of Y when X = -3 is

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Exhibit 12-5 The following information regarding a dependent variable (Y) and an independent variable (X) is provided. Exhibit 12-5 The following information regarding a dependent variable (Y) and an independent variable (X) is provided.   -Refer to Exhibit 12-5. The coefficient of correlation is -Refer to Exhibit 12-5. The coefficient of correlation is

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If only MSE is known, you can compute the

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The interval estimate of the mean value of y for a given value of x is

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Exhibit 12-4 Regression analysis was applied between sales data (Y in $1,000s) and advertising data (x in $100s) and the following information was obtained. Exhibit 12-4 Regression analysis was applied between sales data (Y in $1,000s) and advertising data (x in $100s) and the following information was obtained.    = 12 + 1.8 x n = 17 SSR = 225 SSE = 75 S<sub>b</sub><sub>1</sub> = 0.2683 -Refer to Exhibit 12-4. To perform an F test, the p-value is = 12 + 1.8 x n = 17 SSR = 225 SSE = 75 Sb1 = 0.2683 -Refer to Exhibit 12-4. To perform an F test, the p-value is

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Exhibit 12-9 A regression and correlation analysis resulted in the following information regarding a dependent variable (y) and an independent variable (x). Exhibit 12-9 A regression and correlation analysis resulted in the following information regarding a dependent variable (y) and an independent variable (x).    -Refer to Exhibit 12-9. The least squares estimate of b<sub>1</sub> equals -Refer to Exhibit 12-9. The least squares estimate of b1 equals

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Below you are given a partial computer output based on a sample of 21 observations, relating an independent variable (x) and a dependent variable (y).  Below you are given a partial computer output based on a sample of 21 observations, relating an independent variable (x) and a dependent variable (y).       a.Develop the estimated regression line. b.At  \alpha  = 0.05, test for the significance of the slope. c.At  \alpha = 0.05, perform an F test. d.Determine the coefficient of determination. e. Determine the coefficient of correlation.  Below you are given a partial computer output based on a sample of 21 observations, relating an independent variable (x) and a dependent variable (y).       a.Develop the estimated regression line. b.At  \alpha  = 0.05, test for the significance of the slope. c.At  \alpha = 0.05, perform an F test. d.Determine the coefficient of determination. e. Determine the coefficient of correlation. a.Develop the estimated regression line. b.At α\alpha = 0.05, test for the significance of the slope. c.At α\alpha = 0.05, perform an F test. d.Determine the coefficient of determination. e. Determine the coefficient of correlation.

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The coefficient of correlation

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Exhibit 12-5 The following information regarding a dependent variable (Y) and an independent variable (X) is provided. Exhibit 12-5 The following information regarding a dependent variable (Y) and an independent variable (X) is provided.   -Refer to Exhibit 12-5. The coefficient of determination is -Refer to Exhibit 12-5. The coefficient of determination is

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Assume you have noted the following prices for paperback books and the number of pages that each book contains.  Assume you have noted the following prices for paperback books and the number of pages that each book contains.     a.Develop a least-squares estimated regression line. b.Compute the coefficient of determination and explain its meaning. c.Compute the correlation coefficient between the price and the number of pages. Test to see if x and y are related. Use  \alpha  = 0.10. a.Develop a least-squares estimated regression line. b.Compute the coefficient of determination and explain its meaning. c.Compute the correlation coefficient between the price and the number of pages. Test to see if x and y are related. Use α\alpha = 0.10.

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In regression analysis, the model in the form In regression analysis, the model in the form   is called is called

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Exhibit 12-2 You are given the following information about y and x. Exhibit 12-2 You are given the following information about y and x.    -Refer to Exhibit 12-2. The least squares estimate of b<sub>1</sub> (slope) equals -Refer to Exhibit 12-2. The least squares estimate of b1 (slope) equals

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Exhibit 12-7 You are given the following information about y and x. Exhibit 12-7 You are given the following information about y and x.    -Refer to Exhibit 12-7. The sample correlation coefficient equals -Refer to Exhibit 12-7. The sample correlation coefficient equals

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If the coefficient of determination is a positive value, then the coefficient of correlation

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If the coefficient of correlation is 0.4, the percentage of variation in the dependent variable explained by the variation in the independent variable

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If all the points of a scatter diagram lie on the least squares regression line, then the coefficient of determination for these variables based on these data is

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Exhibit 12-2 You are given the following information about y and x. Exhibit 12-2 You are given the following information about y and x.    -Refer to Exhibit 12-2. The least squares estimate of b<sub>0</sub> (intercept)equals -Refer to Exhibit 12-2. The least squares estimate of b0 (intercept)equals

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In regression analysis, which of the following is not a required assumption about the error term ε\varepsilon ?

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