Title :
Comparison of neural networks-based ANARX and NARX models by application of correlation tests
Author :
Nõmm, Sven ; Kotta, Ülle
Author_Institution :
Control Syst. Dept., Tallinn Univ. of Technol., Tallinn, Estonia
fDate :
July 31 2011-Aug. 5 2011
Abstract :
A correlation-test-based validation procedure is applied in this study to compare neural networks based nonlinear autoregressive exogenous model class to its subclass of additive nonlinear autoregressive exogenous models.
Keywords :
autoregressive processes; neural nets; ANARX model; additive NARX; additive nonlinear autoregressive exogenous model; correlation-test-based validation procedure; neural network; nonlinear autoregressive exogenous model class; Artificial neural networks; Computational modeling; Correlation; Data models; Mathematical model; Nonlinear systems; Numerical models;
Conference_Titel :
Neural Networks (IJCNN), The 2011 International Joint Conference on
Conference_Location :
San Jose, CA
Print_ISBN :
978-1-4244-9635-8
DOI :
10.1109/IJCNN.2011.6033489
