Models for Calculating Confidence Intervals for Neural Networks - Couverture souple

Nandeshwar, Ashutosh

 
9783639105483: Models for Calculating Confidence Intervals for Neural Networks
Couverture souple
ISBN 10 : 3639105486 ISBN 13 : 9783639105483
Editeur : VDM Verlag, 2008

Synopsis

This books provides the methodology of analyzing existing models to calculate confidence intervals on the results of neural networks. The three techniques for determining confidence intervals determination were the non-linear regression, the bootstrapping estimation, and the maximum likelihood estimation. The neural network used the back-propagation algorithm with an input layer, one hidden layer and an output layer with one unit. The hidden layer had a logistic or binary sigmoidal activation function and the output layer had a linear activation function. These techniques were tested on various data sets with and without additional noise. The ranges and standard deviations of the coverage probabilities over 15 simulations for the three techniques were computed.

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Éditeur
VDM Verlag
Date d'édition
2008
Langue
anglais
ISBN 10 
3639105486
ISBN 13 
9783639105483
Reliure
Broché
Nombre de pages
132
Coordonnées du fabricant
non disponible
Personne responsable
non disponible