Sentence examples for generalization properties from inspiring English sources

This method has been shown to generate an essentially unbiased estimator of the generalization properties of statistical models [20] and therefore provides a reasonable criterion for model selection and comparison.

We further suggest that the two systems have very different generalization properties, so that while the sensory prediction error system can generalize broadly across the environment, the performance error system does not generalize to dissimilar tasks.

This however does not give the feature good generalization properties.

This leads to a network with improved generalization properties providing smoother mappings.

The model also benefits from the well-known generalization properties of neural networks in the fashion of Cybenko (1989).

The RBF model is used as a mapping model because of its fast training procedure and good generalization properties.

Too much neurons, conversely, decreases the generalization property of the net.

Ensemble neural networks are commonly used networks in many engineering applications due to its better generalization property.

In particular, the evaluation addresses the generalization property of decomposition and its capability to discover meaningful hierarchies.

HCPS aims to get a condensed model through eliminating redundant neurons and without degrading the instant modeling performance, which is associated with the model's generalization property.

The HBF allows different scaling of input dimensions to provide better generalization property when dealing with complex nonlinear problems in engineering practice.