<> "The repository administrator has not yet configured an RDF license."^^ . <> . . . "An instrumental Least Squares Support Vector Machine for nonlinear system identification: enforcing zero-centering constraints"^^ . "Least-Squares Support Vector Machines (LS-SVM's), originating from Stochastic Learning\r\ntheory, represent a promising approach to identify nonlinear systems via nonparametric es-\r\ntimation of nonlinearities in a computationally and stochastically attractive way. However,\r\napplication of LS-SVM's in the identification context is formulated as a linear regression aim-\r\ning at the minimization of the ℓ2 loss in terms of the prediction error. This formulation\r\ncorresponds to a prejudice of an auto-regressive noise structure, which, especially in the non-\r\nlinear context, is often found to be too restrictive in practical applications. In [1], a novel\r\nInstrumental Variable (IV) based estimation is integrated into the LS-SVM approach provid-\r\ning, under minor conditions, a consistent identification of nonlinear systems in case of a noise\r\nmodeling error. It is shown how the cost function of the LS-SVM is modified to achieve an IV-based solution.\r\nIn this technical report, a detailed derivation of the results presented in Section 5.2 of [1]\r\nis given as a supplement material for interested readers."^^ . "2013-04" . . "001" . . "University of Technology, Eindhoven"^^ . . . . . . . . . . . . . "Roland"^^ . "Tóth"^^ . "Roland Tóth"^^ . . "Dario"^^ . "Piga"^^ . "Dario Piga"^^ . . "Vincent"^^ . "Laurain"^^ . "Vincent Laurain"^^ . . . . . . "An instrumental Least Squares Support Vector Machine for nonlinear system identification: enforcing zero-centering constraints (PDF)"^^ . . . "Tr012013.pdf"^^ . . . "An instrumental Least Squares Support Vector Machine for nonlinear system identification: enforcing zero-centering constraints (Other)"^^ . . . . . . "lightbox.jpg"^^ . . . "An instrumental Least Squares Support Vector Machine for nonlinear system identification: enforcing zero-centering constraints (Other)"^^ . . . . . . "preview.jpg"^^ . . . "An instrumental Least Squares Support Vector Machine for nonlinear system identification: enforcing zero-centering constraints (Other)"^^ . . . . . . "medium.jpg"^^ . . . "An instrumental Least Squares Support Vector Machine for nonlinear system identification: enforcing zero-centering constraints (Other)"^^ . . . . . . "small.jpg"^^ . . "HTML Summary of #2429 \n\nAn instrumental Least Squares Support Vector Machine for nonlinear system identification: enforcing zero-centering constraints\n\n" . "text/html" . . . "QA75 Electronic computers. Computer science"@en . .