Note about the validity check.

must hold for every points in the dataset. When is reduced by formula 6.4, the equation 6.5 is very often NOT verified. Only Equation 6.6, prevents the algorithm from sampling the model at new points. Numerical experiments indicate that the algorithm is highly successful in that it computes less then new points in most cases.

Frank Vanden Berghen 2004-04-19