and Herzberg in 1985. These data show the claim amount per insured () when the
kilometers travelled per year (), geographical zone (), no claims bonus () and make of the car
() are given. As the variables and are categorical and having respectively 7 and 9
categories, we may code them by using respectively the vectors (,,…,) and (,,…,) of binary
variables. The variable is next modelled to be dependent on