6533b859fe1ef96bd12b8071

RESEARCH PRODUCT

Using the Hermite Regression Algorithm to Improve the Generalization Capability of a Neural Network

Giovanni PilatoG. VassalloFilippo Sorbello

subject

Hermite polynomialsArtificial neural networkbusiness.industryGeneralizationComputer scienceValue (computer science)Pattern recognitionArtificial intelligenceFunction (mathematics)Regression algorithmbusiness

description

In this paper it is shown that the ability of classification and the ability of approximating a function are correlated to the value (in the training points) of the gradient of the output function learned by the network.

https://doi.org/10.1007/978-1-4471-0877-1_34