Residual Analysis. Chapter 8. Model Assumptions. Independence (response variables y i are independent)- this is a design issue Normality (response variables are normally distributed) Homoscedasticity (the response variables have the same variance).
If these assumptions are satisfied, we may use the normal density as the working approximation for the random component. So, the residuals are distributed as:
εi ~ N(0,σ2)