Please use this identifier to cite or link to this item: https://hdl.handle.net/11147/9883
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dc.contributor.authorKarakuş, Oktay-
dc.contributor.authorKuruoğlu, Ercan Engin-
dc.contributor.authorAltınkaya, Mustafa Aziz-
dc.date.accessioned2021-01-24T18:28:56Z-
dc.date.available2021-01-24T18:28:56Z-
dc.date.issued2015-
dc.identifier.isbn978-099286263-3-
dc.identifier.urihttps://doi.org/10.1109/EUSIPCO.2015.7362524-
dc.identifier.urihttps://hdl.handle.net/11147/9883-
dc.description.abstractDespite the popularity of linear process models in signal and image processing, various real life phenomena exhibit nonlinear characteristics. Compromising between the realistic and computationally heavy nonlinear models and the simplicity of linear estimation methods, linear in the parameters nonlinear models such as polynomial autoregressive (PAR) models have been accessible analytical tools for modelling such phenomena. In this work, we aim to demonstrate the potentials of Reversible Jump Markov Chain Monte Carlo (RJMCMC) which is a successful statistical tool in model dimension estimation in nonlinear process identification. We explore the capability of RJMCMC in jumping not only between spaces with different dimensions, but also between different classes of models. In particular, we demonstrate the success of RJMCMC in sampling in linear and nonlinear spaces of varying dimensions for the estimation of PAR processes. © 2015 EURASIP.en_US
dc.language.isoenen_US
dc.publisherInstitute of Electrical and Electronics Engineersen_US
dc.relation.ispartof2015 23rd European Signal Processing Conference, EUSIPCO 2015en_US
dc.rightsinfo:eu-repo/semantics/openAccessen_US
dc.subjectNonlinearity degree estimationen_US
dc.subjectPolynomial ARen_US
dc.subjectReversible Jump MCMCen_US
dc.titleEstimation of the nonlinearity degree for polynomial autoregressiv processes with RJMCMCen_US
dc.typeConference Objecten_US
dc.departmentİzmir Institute of Technology. Electrical and Electronics Engineeringen_US
dc.identifier.startpage953en_US
dc.identifier.endpage957en_US
dc.identifier.scopus2-s2.0-84963948221en_US
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanıen_US
dc.identifier.doi10.1109/EUSIPCO.2015.7362524-
dc.relation.doi10.1109/EUSIPCO.2015.7362524en_US
dc.coverage.doi10.1109/EUSIPCO.2015.7362524en_US
item.openairetypeConference Object-
item.openairecristypehttp://purl.org/coar/resource_type/c_18cf-
item.fulltextWith Fulltext-
item.languageiso639-1en-
item.cerifentitytypePublications-
item.grantfulltextopen-
crisitem.author.dept03.05. Department of Electrical and Electronics Engineering-
Appears in Collections:Electrical - Electronic Engineering / Elektrik - Elektronik Mühendisliği
Scopus İndeksli Yayınlar Koleksiyonu / Scopus Indexed Publications Collection
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