Classification of Intensive-less Intensive and Related-Unrelated Tasks

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dc.contributor.authorArslan, Mustafa Turan
dc.contributor.authorYildirim, Esen
dc.date.accessioned2025-01-06T17:30:16Z
dc.date.available2025-01-06T17:30:16Z
dc.date.issued2024
dc.description.abstractThis study investigates the classification of electrical brain activity during intensive-less intensive and related-unrelated tasks. EEG signals were collected from 20 physically and mentally healthy university students (15 males, 5 females) residing in Adana and Hatay, Turkey, through 14 channels. Continuous Wavelet Transform analysis was applied for feature extraction. Subsequently, subject-dependent and subject-independent classifications were performed using the k-nearest Neighbour algorithm. In subjectdependent classification, the accuracy range for intensive-less intensive tasks varied between 77.6% and 89.8%, while the range for related-unrelated tasks was between 73.2% and 88%. Subject-independent classification yielded an accuracy of 79.2% for intensive-less intensive tasks and 77.5% for related unrelated tasks. © IJCESEN
dc.description.sponsorshipAdana Alparslan Türkeş Bilim ve Teknoloji Üniversitesi, ATÜ, (20832001)
dc.identifier.doi10.22399/ijcesen.328
dc.identifier.endpage227
dc.identifier.issn2149-9144
dc.identifier.issue2
dc.identifier.scopus2-s2.0-85201595185
dc.identifier.scopusqualityQ4
dc.identifier.startpage221
dc.identifier.urihttps://doi.org/10.22399/ijcesen.328
dc.identifier.urihttps://hdl.handle.net/20.500.14669/1557
dc.identifier.volume10
dc.indekslendigikaynakScopus
dc.language.isoen
dc.publisherProf.Dr. İskender AKKURT
dc.relation.ispartofInternational Journal of Computational and Experimental Science and Engineering
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/openAccess
dc.snmzKA_20241211
dc.subjectClassification
dc.subjectContinuousWavelet Transform
dc.subjectEEG
dc.subjectk-nearest Neighbor
dc.titleClassification of Intensive-less Intensive and Related-Unrelated Tasks
dc.typeArticle

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