Conference proceeding
Local variable selection and dimension determination of nonlinear non-parametric systems
52nd IEEE Conference on Decision and Control, pp.4296-4301
12/2013
DOI: 10.1109/CDC.2013.6760550
Abstract
In this paper, we consider the variable selection problem for a nonlinear non-parametric system. The approach proposed selects a variable by detecting if the corresponding partial derivative is zero or not at the point of interest. The algorithm is shown to have not only the parameter but also the set convergence. This is critical because the variable selection problem is binary, a variable is either selected or not selected. The approach allows the unknown non-parametric nonlinear system to have different local dimensions at different points of interest.
Details
- Title: Subtitle
- Local variable selection and dimension determination of nonlinear non-parametric systems
- Creators
- Er-wei Bai - University of IowaKang Li - Queen's University BelfastWenxiao Zhao - Acad. of Math. & Syst. Sci., Beijing, ChinaWeiyu Xu - University of Iowa
- Resource Type
- Conference proceeding
- Publication Details
- 52nd IEEE Conference on Decision and Control, pp.4296-4301
- Publisher
- IEEE
- DOI
- 10.1109/CDC.2013.6760550
- ISSN
- 0191-2216
- Language
- English
- Date published
- 12/2013
- Academic Unit
- Electrical and Computer Engineering
- Record Identifier
- 9984197300102771
Metrics
13 Record Views