Exam 16: Simple Linear Regression and Correlation

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Given that the sum of squares for error is 60 and the sum of squares for regression is 140,then the coefficient of determination is:

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C

In simple linear regression,which of the following statements indicates there is no linear relationship between the variables x and y?

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If the coefficient of correlation between x and y is close to 1.0,this indicates that:

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In regression analysis,you predict the value of one variable on the basis of one or more other related variables.The variable being predicted is called the ____________________ variable,and the related variables used to make the prediction are called ____________________ variables.

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Sunshine and Melanoma A medical researcher wanted to examine the relationship between the amount of sunshine (x)in hours,and incidence of melanoma,a type of skin cancer (y).As an experiment he found the number of melanoma cases detected per 100,000 of population and the average daily sunshine in eight counties around the country.These data are shown below. Sunshine and Melanoma  A medical researcher wanted to examine the relationship between the amount of sunshine (x)in hours,and incidence of melanoma,a type of skin cancer (y).As an experiment he found the number of melanoma cases detected per 100,000 of population and the average daily sunshine in eight counties around the country.These data are shown below.   ​ ​ -{Sunshine and Melanoma Narrative} What does the value of the slope of the regression line tell you? ​ ​ -{Sunshine and Melanoma Narrative} What does the value of the slope of the regression line tell you?

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The variance of the error variable The variance of the error variable   is required to be constant.When this requirement is violated,the condition is called heteroscedasticity. is required to be constant.When this requirement is violated,the condition is called heteroscedasticity.

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Data that exhibit an autocorrelation effect violate the regression assumption of independence.

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A regression analysis between weight (y in pounds)and height (x in inches)resulted in the following least squares line: A regression analysis between weight (y in pounds)and height (x in inches)resulted in the following least squares line:   .This implies that if the height is increased by 1 inch,the weight is expected to increase by an average of 6 pounds. .This implies that if the height is increased by 1 inch,the weight is expected to increase by an average of 6 pounds.

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Correlation analysis is used to determine whether there is a linear relationship between an independent variable x and a dependent variable y.

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Trivia Games & Education An ardent fan of television game shows has observed that,in general,the more educated the contestant,the less money he or she wins.To test her belief she gathers data about the last eight winners of her favorite game show.She records their winnings in dollars and the number of years of education.The results are as follows. Trivia Games & Education  An ardent fan of television game shows has observed that,in general,the more educated the contestant,the less money he or she wins.To test her belief she gathers data about the last eight winners of her favorite game show.She records their winnings in dollars and the number of years of education.The results are as follows.   ​ ​ -{Trivia Games & Education Narrative} Estimate the game winnings for a contestant with 15 years of education. ​ ​ -{Trivia Games & Education Narrative} Estimate the game winnings for a contestant with 15 years of education.

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Marc Anthony Concert At a recent Marc Anthony concert,a survey was conducted that asked a random sample of 20 people their age and how many concerts they have attended since the first of the year.The following data were collected: Marc Anthony Concert  At a recent Marc Anthony concert,a survey was conducted that asked a random sample of 20 people their age and how many concerts they have attended since the first of the year.The following data were collected:   An Excel output follows:   ​ ​ -{Marc Anthony Concert Narrative} Draw a histogram of the residuals. An Excel output follows: Marc Anthony Concert  At a recent Marc Anthony concert,a survey was conducted that asked a random sample of 20 people their age and how many concerts they have attended since the first of the year.The following data were collected:   An Excel output follows:   ​ ​ -{Marc Anthony Concert Narrative} Draw a histogram of the residuals. ​ ​ -{Marc Anthony Concert Narrative} Draw a histogram of the residuals.

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In the first order linear regression model,the population parameters of the y-intercept and the slope are estimated,respectively,by:

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A scatter diagram includes the following data points: A scatter diagram includes the following data points:   Two regression models are proposed: (1)   ,and (2)   .Using the least squares method,which of these regression models provides the better fit to the data? Why? Two regression models are proposed: (1) A scatter diagram includes the following data points:   Two regression models are proposed: (1)   ,and (2)   .Using the least squares method,which of these regression models provides the better fit to the data? Why? ,and (2) A scatter diagram includes the following data points:   Two regression models are proposed: (1)   ,and (2)   .Using the least squares method,which of these regression models provides the better fit to the data? Why? .Using the least squares method,which of these regression models provides the better fit to the data? Why?

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In order to predict with 90% confidence the expected value of y for a given value of x in a simple linear regression problem,a random sample of 10 observations is taken.Which of the following t-table values listed below would be used?

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Theatre Revenues A financier whose specialty is investing in stage productions has observed that,in general,movies with "big-name" stars seem to generate more revenue than those plays whose stars are less well known.To examine his belief he records the gross revenue and the payment (in $ millions)given to the two highest-paid performers in the play for ten recently staged plays.  Theatre Revenues  A financier whose specialty is investing in stage productions has observed that,in general,movies with big-name stars seem to generate more revenue than those plays whose stars are less well known.To examine his belief he records the gross revenue and the payment (in $ millions)given to the two highest-paid performers in the play for ten recently staged plays.   ​ ​ -{Theatre Revenues Narrative} Interpret the value of the slope of the regression line. ​ ​ -{Theatre Revenues Narrative} Interpret the value of the slope of the regression line.

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Trivia Games & Education An ardent fan of television game shows has observed that,in general,the more educated the contestant,the less money he or she wins.To test her belief she gathers data about the last eight winners of her favorite game show.She records their winnings in dollars and the number of years of education.The results are as follows. Trivia Games & Education  An ardent fan of television game shows has observed that,in general,the more educated the contestant,the less money he or she wins.To test her belief she gathers data about the last eight winners of her favorite game show.She records their winnings in dollars and the number of years of education.The results are as follows.   ​ ​ -{Trivia Games & Education Narrative} Interpret the value of the slope of the regression line. ​ ​ -{Trivia Games & Education Narrative} Interpret the value of the slope of the regression line.

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There is more error in estimating a mean value of y as opposed to predicting an individual value of y.

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Oil Quality and Price Quality of oil is measured in API gravity degrees--the higher the degrees API, the higher the quality. The table shown below is produced by an expert in the field who believes that there is a relationship between quality and price per barrel. Oil Quality and Price Quality of oil is measured in API gravity degrees--the higher the degrees API, the higher the quality. The table shown below is produced by an expert in the field who believes that there is a relationship between quality and price per barrel.   A partial Minitab output follows:         -{Oil Quality and Price Narrative} Conduct a test of the population slope to determine at the 5% significance level whether a linear relationship exists between the quality of oil and price per barrel. A partial Minitab output follows: Oil Quality and Price Quality of oil is measured in API gravity degrees--the higher the degrees API, the higher the quality. The table shown below is produced by an expert in the field who believes that there is a relationship between quality and price per barrel.   A partial Minitab output follows:         -{Oil Quality and Price Narrative} Conduct a test of the population slope to determine at the 5% significance level whether a linear relationship exists between the quality of oil and price per barrel. Oil Quality and Price Quality of oil is measured in API gravity degrees--the higher the degrees API, the higher the quality. The table shown below is produced by an expert in the field who believes that there is a relationship between quality and price per barrel.   A partial Minitab output follows:         -{Oil Quality and Price Narrative} Conduct a test of the population slope to determine at the 5% significance level whether a linear relationship exists between the quality of oil and price per barrel. Oil Quality and Price Quality of oil is measured in API gravity degrees--the higher the degrees API, the higher the quality. The table shown below is produced by an expert in the field who believes that there is a relationship between quality and price per barrel.   A partial Minitab output follows:         -{Oil Quality and Price Narrative} Conduct a test of the population slope to determine at the 5% significance level whether a linear relationship exists between the quality of oil and price per barrel. Oil Quality and Price Quality of oil is measured in API gravity degrees--the higher the degrees API, the higher the quality. The table shown below is produced by an expert in the field who believes that there is a relationship between quality and price per barrel.   A partial Minitab output follows:         -{Oil Quality and Price Narrative} Conduct a test of the population slope to determine at the 5% significance level whether a linear relationship exists between the quality of oil and price per barrel. -{Oil Quality and Price Narrative} Conduct a test of the population slope to determine at the 5% significance level whether a linear relationship exists between the quality of oil and price per barrel.

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If the coefficient of correlation is −0.60,then the coefficient of determination is:

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If a single point has a large impact on the equation of the regression line,it is called a(n)____________________ point.

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