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Structure Selection with ANOVA: Local Linear Models
Linköping University, Department of Electrical Engineering, Automatic Control. Linköping University, The Institute of Technology.
Linköping University, Department of Electrical Engineering, Automatic Control. Linköping University, The Institute of Technology.
2003 (English)In: Proceedings of the 13th IFAC Symposium on System Identification, 2003, 51-56 p.Conference paper, Published paper (Refereed)
Abstract [en]

The structure identication problem when estimating local linear mod-els can be eased by using Analysis of Variance (ANOVA) as a prior step inthe estimation procedure. The information gained from using ANOVA onthe input/output data is what regressors that should be used to partitionthe input space and what regressors are needed only for the linear modelsin each part. Also the complexity of the partitioning can be restricteddue to the extra information.

Place, publisher, year, edition, pages
2003. 51-56 p.
Keyword [en]
Identification, Nonlinear models, Analysis of variance
National Category
Engineering and Technology Control Engineering
Identifiers
URN: urn:nbn:se:liu:diva-90855ISBN: 9780080437095 (print)OAI: oai:DiVA.org:liu-90855DiVA: diva2:615100
Conference
13th IFAC Symposium on System Identification, Rotterdam, The Netherlands, August, 2003
Available from: 2013-04-08 Created: 2013-04-07 Last updated: 2013-04-08

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Ljung, LennartLind, Ingela

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