Exam 15: Multiple Regression

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Exhibit 15-7 A regression model involving 4 independent variables and a sample of 15 periods resulted in the following sum of squares. Exhibit 15-7 A regression model involving 4 independent variables and a sample of 15 periods resulted in the following sum of squares.    -Refer to Exhibit 15-7.The coefficient of determination is -Refer to Exhibit 15-7.The coefficient of determination is

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A regression model involving 3 independent variables for a sample of 20 periods resulted in the following sum of squares.  A regression model involving 3 independent variables for a sample of 20 periods resulted in the following sum of squares.     a.Compute the coefficient of determination and fully explain its meaning. b.At  \alpha  = 0.05 level of significance,test to determine whether or not there is a significant relationship between the independent variables and the dependent variable. a.Compute the coefficient of determination and fully explain its meaning. b.At α\alpha = 0.05 level of significance,test to determine whether or not there is a significant relationship between the independent variables and the dependent variable.

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The mathematical equation that explains how the dependent variable y is related to several independent variables x1,x2,....,xp and the error term ε\varepsilon is

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A multiple regression model has

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The following is part of the results of a regression analysis involving sales (Y in millions of dollars),advertising expenditures (X1 in thousands of dollars),and number of salespeople (X2)for a corporation.The regression was performed on a sample of 10 observations.  The following is part of the results of a regression analysis involving sales (Y in millions of dollars),advertising expenditures (X<sub>1</sub> in thousands of dollars),and number of salespeople (X<sub>2</sub>)for a corporation.The regression was performed on a sample of 10 observations.     a.If the company uses $40,000 in advertisement and has 30 salespersons,what are the expected sales? Give your answer in dollars. b.At  \alpha  = 0.05,test for the significance of the coefficient of advertising. c.At  \alpha  = 0.05,test for the significance of the coefficient of the number of salespeople. a.If the company uses $40,000 in advertisement and has 30 salespersons,what are the expected sales? Give your answer in dollars. b.At α\alpha = 0.05,test for the significance of the coefficient of advertising. c.At α\alpha = 0.05,test for the significance of the coefficient of the number of salespeople.

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In a multiple regression analysis involving 12 independent variables and 166 observations,SSR = 878 and SSE = 122.The coefficient of determination is

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In a multiple regression model,the variance of the error term ε\varepsilon is assumed to be

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In a multiple regression analysis involving 15 independent variables and 200 observations,SST = 800 and SSE = 240.The coefficient of determination is

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Exhibit 15-6 Below you are given a partial computer output based on a sample of 16 observations. Exhibit 15-6 Below you are given a partial computer output based on a sample of 16 observations.    -Refer to Exhibit 15-6.The t value obtained from the table which is used to test an individual parameter at the 1% level is -Refer to Exhibit 15-6.The t value obtained from the table which is used to test an individual parameter at the 1% level is

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In a regression model involving 46 observations,the following estimated regression equation was obtained. In a regression model involving 46 observations,the following estimated regression equation was obtained.    For this model,SST = 3410 and SSE = 510.  a.Compute the coefficient of determination. b.Perform an F test and determine whether or not the regression model is significant. For this model,SST = 3410 and SSE = 510. a.Compute the coefficient of determination. b.Perform an F test and determine whether or not the regression model is significant.

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In a regression model involving more than one independent variable,which of the following tests must be used in order to determine if the relationship between the dependent variable and the set of independent variables is significant?

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A measure of the effect of an unusual x value on the regression results is called

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Exhibit 15-6 Below you are given a partial computer output based on a sample of 16 observations. Exhibit 15-6 Below you are given a partial computer output based on a sample of 16 observations.    -Refer to Exhibit 15-6.The F value obtained from the table used to test if there is a relationship among the variables at the 5% level equals -Refer to Exhibit 15-6.The F value obtained from the table used to test if there is a relationship among the variables at the 5% level equals

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Exhibit 15-5 Below you are given a partial Minitab output based on a sample of 25 observations. Exhibit 15-5 Below you are given a partial Minitab output based on a sample of 25 observations.    -Refer to Exhibit 15-5.The t value obtained from the table to test an individual parameter at the 5% level is -Refer to Exhibit 15-5.The t value obtained from the table to test an individual parameter at the 5% level is

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A variable that cannot be measured in terms of how much or how many but instead is assigned values to represent categories is called

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The Brock Juice Company has developed a regression model relating sales (Y in $10,000s)with four independent variables.The four independent variables are price per unit (X1,in dollars),competitor's price (X2,in dollars),advertising (X3,in $1,000s)and type of container used (X4)(1 = Cans and 0 = Bottles).Part of the regression results are shown below:  The Brock Juice Company has developed a regression model relating sales (Y in $10,000s)with four independent variables.The four independent variables are price per unit (X<sub>1</sub>,in dollars),competitor's price (X<sub>2</sub>,in dollars),advertising (X<sub>3</sub>,in $1,000s)and type of container used (X<sub>4</sub>)(1 = Cans and 0 = Bottles).Part of the regression results are shown below:     a.Compute the coefficient of determination and fully interpret its meaning. b.Is the regression model significant? Explain what your answer implies.Let  \alpha = 0.05. c.What has been the sample size for this analysis? a.Compute the coefficient of determination and fully interpret its meaning. b.Is the regression model significant? Explain what your answer implies.Let α\alpha = 0.05. c.What has been the sample size for this analysis?

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Exhibit 15-5 Below you are given a partial Minitab output based on a sample of 25 observations.  Exhibit 15-5 Below you are given a partial Minitab output based on a sample of 25 observations.    -Refer to Exhibit 15-5.We want to test whether the parameter  \beta <sub>1</sub> is significant.The test statistic equals -Refer to Exhibit 15-5.We want to test whether the parameter β\beta 1 is significant.The test statistic equals

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Exhibit 15-5 Below you are given a partial Minitab output based on a sample of 25 observations. Exhibit 15-5 Below you are given a partial Minitab output based on a sample of 25 observations.    -Refer to Exhibit 15-5.The interpretation of the coefficient on X<sub>1</sub> is that -Refer to Exhibit 15-5.The interpretation of the coefficient on X1 is that

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Exhibit 15-6 Below you are given a partial computer output based on a sample of 16 observations. Exhibit 15-6 Below you are given a partial computer output based on a sample of 16 observations.    -Refer to Exhibit 15-6.Carry out the test to determine if there is a relationship among the variables at the 5% level.The null hypothesis should -Refer to Exhibit 15-6.Carry out the test to determine if there is a relationship among the variables at the 5% level.The null hypothesis should

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A multiple regression model has the form A multiple regression model has the form   As X increases by 1 unit (holding W constant),Y is expected to As X increases by 1 unit (holding W constant),Y is expected to

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