S. Raczynski, ON THE METRIC STRUCTURE IN THE SPACE OF DYNAMIC SYSTEM MODELS, Transactions of the Society for Computer Simulation, 15(2), 1998, pp. 70-75
A metric structure is proposed in the set of dynamic system models. In
this way we obtain a metric space of models with the corresponding in
duced topology. The distance function is based on the Hausdorff distan
ce between sets of probability functions related to model outputs. Thi
s permits us to calculate the distance between two models, to define a
convergent sequence of models and to handle the mappings from model p
arameter space to the model space. The continuity of such mappings can
be investigated. This may be useful when selecting a simplified model
specification of deciding if a model component can be removed or the
model structure simplified.