Eigenvalue decay: a new method for neural network regularization

This paper proposes two new training algorithms for multilayer perceptrons based on evolutionary computation, regularization, and transduction. Regularization is a commonly used technique for preventing the learning algorithm from overfitting the training data. In this context, this work introduces...

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Bibliographic Details
Main Author: Ludwig, Oswaldo (author)
Other Authors: Nunes, Urbano (author), Araujo, Rui (author)
Format: article
Language:eng
Published: 2014
Subjects:
Transduction
Regularization
Genetic algorithm
Classification margin
Neural network
Online Access:http://hdl.handle.net/10316/27727
Country:Portugal
Oai:oai:estudogeral.sib.uc.pt:10316/27727

Internet

http://hdl.handle.net/10316/27727

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