An alternative solution to the model structure selection problem

An alternative solution to the model structure selection problem is introduced by conducting a forward search through the many possible candidate model terms initially and then performing an exhaustive all subset model selection on the resulting model. An example is included to demonstrate that this...

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Bibliographic Details
Published in:IEEE transactions on systems, man and cybernetics. Part A, Systems and humans man and cybernetics. Part A, Systems and humans, 2001-11, Vol.31 (6), p.597-608
Main Authors: Mendez, E.M.A.M., Billings, S.A.
Format: Article
Language:English
Subjects:
Algorithm design and analysis
Conduction
Context modeling
Control engineering
Control system synthesis
Cybernetics
Human
Information analysis
Mathematical model
Mathematical models
Nonlinear control systems
Nonlinearity
Parameter estimation
Searching
Stochastic systems
Testing
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Summary:An alternative solution to the model structure selection problem is introduced by conducting a forward search through the many possible candidate model terms initially and then performing an exhaustive all subset model selection on the resulting model. An example is included to demonstrate that this approach leads to dynamically valid nonlinear models.
ISSN:1083-4427
2168-2216
1558-2426
2168-2232
DOI:10.1109/3468.983416