Exam 4: Regression Models

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If the assumptions of regression have been met, errors plotted against the independent variable will typically show patterns.

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Which of the following represents the underlying linear model for hypothesis testing?

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In regression, an independent variable is sometimes called a response variable.

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Which of the following is true regarding a regression model with multicollinearity, a high r2 value, and a low F-test significance level?

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The sum of the squares total (SST)

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A scatter diagram is a graphical depiction of the relationship between the dependent and independent variables.

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Explain what the correlation coefficient is.

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Another name for the "Multiple R" that is given in Excel is ________.

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The error standard deviation is estimated by MSE.

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The random error in a regression equation

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In regression, a binary variable is also called an indicator variable.

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If the significance level for the F-test is high enough, there is a relationship between the dependent and independent variables.

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The coefficient of determination takes on values between -1 and + 1.

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The coefficient of determination resulting from a particular regression analysis was 0.85. What was the slope of the regression line?

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The SSR indicates how much of the total variability in the dependent variable is explained by the regression model.

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Both the p-value for the F-test and r2 can be interpreted the same with multiple regression models as they are with simple linear models.

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What can be said about an r2 value of 0.96?

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In regression, the variable to be predicted is called the ________ variable.

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Which of the following is an assumption of the regression model?

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The regression line minimizes the sum of the squared errors.

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