The procedure we are proposing for detection
of outliers requires no assumption of the process by which the outliers are
being generated. When there is available some knowledge of the structure of the
outliers, it is sometimes possible to incorporate this knowledge into the model
itself as was done by Elashoff (1972) in the special case of quadratic outliers in
linear regression.