Journal article
On Variable Selection of a Nonlinear Non-parametric System with a Limited Data Set: A Stepwise Algorithm
IFAC Proceedings Volumes, Vol.47(3), pp.4979-4984
2014
DOI: 10.3182/20140824-6-ZA-1003.00122
Abstract
This paper considers a problem of identification for a high dimensional nonlinear non-parametric system when only a limited data set is available. The algorithms are proposed for this purpose which exploit the relationship between the input variables and the output and further the inter-dependence of input variables so that the importance of the input variables can be established. A key to these algorithms is the non-parametric two stage input selection algorithm.
Details
- Title: Subtitle
- On Variable Selection of a Nonlinear Non-parametric System with a Limited Data Set: A Stepwise Algorithm
- Creators
- Er-wei Bai - University of IowaKang Li - Queen's University BelfastWenxiao Zhao - Chinese Academy of Sciences
- Resource Type
- Journal article
- Publication Details
- IFAC Proceedings Volumes, Vol.47(3), pp.4979-4984
- DOI
- 10.3182/20140824-6-ZA-1003.00122
- ISSN
- 1474-6670
- Language
- English
- Date published
- 2014
- Academic Unit
- Electrical and Computer Engineering
- Record Identifier
- 9984197307202771
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