Classification of Intensive-less Intensive and Related-Unrelated Tasks
| dc.authorscopusid | 57219465556 | |
| dc.authorscopusid | 43262125900 | |
| dc.contributor.author | Arslan, Mustafa Turan | |
| dc.contributor.author | Yildirim, Esen | |
| dc.date.accessioned | 2024-09-19T15:45:33Z | |
| dc.date.available | 2024-09-19T15:45:33Z | |
| dc.date.issued | 2024 | |
| dc.department | Hatay Mustafa Kemal Üniversitesi | en_US |
| dc.description.abstract | This 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 | en_US |
| dc.description.sponsorship | Adana Alparslan Türkeş Bilim ve Teknoloji Üniversitesi, ATÜ, (20832001) | en_US |
| dc.identifier.doi | 10.22399/ijcesen.328 | |
| dc.identifier.endpage | 227 | en_US |
| dc.identifier.issn | 2149-9144 | |
| dc.identifier.issue | 2 | en_US |
| dc.identifier.scopus | 2-s2.0-85201595185 | en_US |
| dc.identifier.scopusquality | Q4 | en_US |
| dc.identifier.startpage | 221 | en_US |
| dc.identifier.uri | https://doi.org/10.22399/ijcesen.328 | |
| dc.identifier.uri | https://hdl.handle.net/20.500.12483/14764 | |
| dc.identifier.volume | 10 | en_US |
| dc.indekslendigikaynak | Scopus | en_US |
| dc.language.iso | en | en_US |
| dc.publisher | Prof.Dr. İskender AKKURT | en_US |
| dc.relation.ispartof | International Journal of Computational and Experimental Science and Engineering | en_US |
| dc.relation.publicationcategory | Makale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı | en_US |
| dc.rights | info:eu-repo/semantics/openAccess | en_US |
| dc.subject | Classification | en_US |
| dc.subject | ContinuousWavelet Transform | en_US |
| dc.subject | EEG | en_US |
| dc.subject | k-nearest Neighbor | en_US |
| dc.title | Classification of Intensive-less Intensive and Related-Unrelated Tasks | en_US |
| dc.type | Article | en_US |
