Neural Networks Ensemble: Evaluation of Aggregation Algorithms for Forecasting

The aim of the thesis is to examine and analyze different aggregation algorithms to the forecasts obtained from individual neural network (NN) models in an ensemble. In this study an ensemble of 100 NN models are constructed with a heterogeneous architecture. The outputs from the individual NN mo...

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Bibliographic Details
Main Author: HASSAN, SAIMA
Format: Thesis
Language:English
Published: 2012
Subjects:
Online Access:http://utpedia.utp.edu.my/21193/1/2012-COMPUTER%20AND%20INFORMATION%20SCIENCES-NEURAL%20NETWORKS%20ENSEMBLE%20EVALUTION%20OF%20AGGREGATION%20ALGORITHMS%20FOR%20FORECASTING-SAIMA%20HASSAN.pdf
http://utpedia.utp.edu.my/21193/
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Institution: Universiti Teknologi Petronas
Language: English