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Here are the meanings of these concepts: Linearity: There must be a linear relationship between the dependent variable and the independent variables. Scatterplots can show whether there is a linear or curvilinear relationship. Homoscedasticity: This assumption states that the variance of error terms is similar across the values of the independent variables. ...

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