Classification of internal carotid artery Doppler signals using fuzzy discrete hidden Markov model
dc.contributor.author | Uguz, Harun | |
dc.contributor.author | Kodaz, Halife | |
dc.date.accessioned | 2020-03-26T18:13:56Z | |
dc.date.available | 2020-03-26T18:13:56Z | |
dc.date.issued | 2011 | |
dc.department | Selçuk Üniversitesi | en_US |
dc.description.abstract | We developed a biomedical system based on Discrete Hidden Markov Model (DHMM). The aim of our system is to classify the internal carotid artery Doppler signals. We applied a fuzzy approach to DHMM. Thus we decreased information loss and increased the classification performance. Our system reached 97.38% of classification accuracy with 5 fold cross validation. These results showed that the Fuzzy Discrete Hidden Markov Model (FDHMM) method is effective for classification of internal carotid artery Doppler signals. (C) 2010 Elsevier Ltd. All rights reserved. | en_US |
dc.description.sponsorship | Selcuk UniversitySelcuk University | en_US |
dc.description.sponsorship | The authors acknowledge the support of this study provided by Selcuk University Scientific Research Projects. | en_US |
dc.identifier.doi | 10.1016/j.eswa.2010.12.084 | en_US |
dc.identifier.endpage | 7414 | en_US |
dc.identifier.issn | 0957-4174 | en_US |
dc.identifier.issue | 6 | en_US |
dc.identifier.scopusquality | Q1 | en_US |
dc.identifier.startpage | 7407 | en_US |
dc.identifier.uri | https://dx.doi.org/10.1016/j.eswa.2010.12.084 | |
dc.identifier.uri | https://hdl.handle.net/20.500.12395/26230 | |
dc.identifier.volume | 38 | en_US |
dc.identifier.wos | WOS:000288343900114 | en_US |
dc.identifier.wosquality | Q1 | en_US |
dc.indekslendigikaynak | Web of Science | en_US |
dc.indekslendigikaynak | Scopus | en_US |
dc.language.iso | en | en_US |
dc.publisher | PERGAMON-ELSEVIER SCIENCE LTD | en_US |
dc.relation.ispartof | EXPERT SYSTEMS WITH APPLICATIONS | en_US |
dc.relation.publicationcategory | Makale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı | en_US |
dc.rights | info:eu-repo/semantics/closedAccess | en_US |
dc.selcuk | 20240510_oaig | en_US |
dc.subject | Fuzzy discrete hidden Markov model | en_US |
dc.subject | Doppler signal | en_US |
dc.subject | Carotid artery | en_US |
dc.subject | Power spectral density | en_US |
dc.subject | Autoregressive method | en_US |
dc.title | Classification of internal carotid artery Doppler signals using fuzzy discrete hidden Markov model | en_US |
dc.type | Article | en_US |