Before revision:  The observations are allowed to be cross-sectionally dependent and the model can be applied to determine an unknown spatial border for sample splitting over a random field.
After revision:  The observations are allowed to be cross-sectionally dependent so that the model can be applied to determine an unknown spatial border for sample splitting over a random field.