Książka Models for Calculating Confidence Intervals for Neural Networks Ashutosh Nandeshwar

Models for Calculating Confidence Intervals for Neural Networks

A Study

Język: Angielski
Oprawa: Miękka
Wydawca: VDM Verlag
Dostępność: Dostępna u dostawcy
Wysyłamy za 14-21 dni
258.58
This books provides the methodology of analyzing§existing models to calculate confidence intervals o...

Informacje o książce

Język
Angielski
Oprawa
Książka - Miękka
Data wydania
2008
strony
132
EAN
9783639105483
ISBN
3639105486
Enbook ID
06819515
Wydawca
Waga
196
Wymiary
227 x 151 x 8

Pełny opis

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 backpropagation 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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