Automated construction of generalized additive neural networks for predictive data mining / Jan Valentine du Toit

Automated construction of generalized additive neural networks for predictive data mining / Jan Valentine du Toit

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In this thesis Generalized Additive Neural Networks (GANNs) are studied in the context of predictive Data Mining. A GANN is a novel neural network implementation of a Generalized Additive Model. Originally GANNs were constructed interactively by considering partial residual plots. This methodology i...

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Bibliographic Details
Main Author: Du Toit, Jan Valentine
Published: North-West University 2008
Subjects:
Akaike Information Criterion
AIC
Automated construction algorithm
Bayesian Model Averaging
Credit scoring
Data mining
Generalized Additive Neural Network
GANN
Generalized Additive Model
GAM
Interactive construction algorithm
Model averaging
Neural network
Partial residua
Predictive modeling
Schwarz information criterion
SBC
Online Access:http://hdl.handle.net/10394/128
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