Sentence examples for bound on the generalization from inspiring English sources

Firstly, the upper bound on the generalization error does not depend on the dimension of the space.

We also give the asymptotic complexity of the optimized algorithm as well as draw a bound on the generalization error of the algorithm.

In addition to belonging to the margin-maximizer group of classifiers (thus providing a bound on the generalization error), SVM distinguish themselves by the use of so-called kernel functions to transform the input data before classification.

In this section, a bound on the generalization error based on the LOO Error is derived.

Given this bound on the generalization error, a low LOO Error in the method proposed here signifies good generalization.

A bound on the Generalization Error of this approach is given in terms of the Leave-One-Out Error.

A bound on the direction (d_{k}).

A bound on the steps (s_{k}).

This can be seen as an upper bound on how far the generalizations of Skolem sequences can be taken while still hoping to resolve the existence question.

Generalization theory [32] provides a variety of criteria to bound the generalization error of a learning machine, but these approaches often lack practicality.

which gives the bound on.