Detection of amyotrophic lateral sclerosis disease from event-related potentials using variational mode decomposition method

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dc.authoridORHAN BULUCU, Firat/0000-0003-4558-9667
dc.authorwosidORHAN BULUCU, Firat/HJH-7831-2023
dc.contributor.authorOrhanbulucu, Firat
dc.contributor.authorLatifoglu, Fatma
dc.date.accessioned2024-08-04T20:50:43Z
dc.date.available2024-08-04T20:50:43Z
dc.date.issued2022
dc.departmentİnönü Üniversitesien_US
dc.description.abstractThis study, it was aimed to contribute to the literature on Amyotrophic lateral sclerosis (ALS) diagnosis and Brain-Computer Interface (BCI) technologies by analyzing the electroencephalography (EEG) signals obtained as a result of visual stimuli and attention from ALS patients and healthy controls. It was observed that the success rate significantly increased both in the occipital and central regions in all classifiers, especially in the entropy features. The most successful classification was obtained with the Naive Bayes (NB) classifier using the Morphological Features (MF) + Variational Mode Decomposition (VMD) -Entropy features at 88.89% in the occipital region and 94.44% in the central region.en_US
dc.identifier.doi10.1080/10255842.2021.1983803
dc.identifier.endpage851en_US
dc.identifier.issn1025-5842
dc.identifier.issn1476-8259
dc.identifier.issue8en_US
dc.identifier.pmid34602001en_US
dc.identifier.scopus2-s2.0-85116397131en_US
dc.identifier.scopusqualityQ3en_US
dc.identifier.startpage840en_US
dc.identifier.urihttps://doi.org/10.1080/10255842.2021.1983803
dc.identifier.urihttps://hdl.handle.net/11616/100241
dc.identifier.volume25en_US
dc.identifier.wosWOS:000703441700001en_US
dc.identifier.wosqualityQ4en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.indekslendigikaynakPubMeden_US
dc.language.isoenen_US
dc.publisherTaylor & Francis Ltden_US
dc.relation.ispartofComputer Methods in Biomechanics and Biomedical Engineeringen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectAmyotrophic lateral sclerosisen_US
dc.subjectevent-related potentialsen_US
dc.subjectvariational mode decompositionen_US
dc.subjectbrain-computer interfaceen_US
dc.subjectclassificationen_US
dc.titleDetection of amyotrophic lateral sclerosis disease from event-related potentials using variational mode decomposition methoden_US
dc.typeArticleen_US

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