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. ...