Multivariate Pseudo Wigner Ville Distribution Based Emotion Detection From Electrical Activity of Brain
| dc.contributor.author | Ozel, Pinar | |
| dc.contributor.author | Akan, Aydin | |
| dc.contributor.author | Yilmaz, Bulent | |
| dc.date.accessioned | 2025-09-25T10:51:16Z | |
| dc.date.available | 2025-09-25T10:51:16Z | |
| dc.date.issued | 2017 | |
| dc.description | Ozel, Pinar/0000-0002-9688-6293; | en_US |
| dc.description.abstract | Recently, there has been a rapid development in multivariate signal analysis to determine joint oscillations for multiple data channels. The emotion elicitation in an electroencephalogram (EEG) is a novel area to evaluate methods for emotional differences from brain signals. In this paper, utilizing the idea of joint instantaneous frequency of multivariate data, a multivariate extension of pseudo Wigner distribution is used for emotion recognition from EEG signals, in which different window sizes are employed to interpret the results. As a preliminary study, the best results are obtained as 90%, 75%, 65% in terms of valence, arousal and dominance scale respectively for larger window size. | en_US |
| dc.identifier.isbn | 9781538617236 | |
| dc.identifier.scopus | 2-s2.0-85046293720 | |
| dc.identifier.uri | https://hdl.handle.net/20.500.12573/4249 | |
| dc.language.iso | en | en_US |
| dc.publisher | IEEE | en_US |
| dc.relation.ispartof | 10th International Conference on Electrical and Electronics Engineering (ELECO) -- NOV 30-DEC 02, 2017 -- Bursa, TURKEY | en_US |
| dc.rights | info:eu-repo/semantics/closedAccess | en_US |
| dc.title | Multivariate Pseudo Wigner Ville Distribution Based Emotion Detection From Electrical Activity of Brain | en_US |
| dc.type | Conference Object | en_US |
| dspace.entity.type | Publication | |
| gdc.author.id | Ozel, Pinar/0000-0002-9688-6293 | |
| gdc.author.scopusid | 24544550200 | |
| gdc.author.scopusid | 35617283100 | |
| gdc.author.scopusid | 57189925966 | |
| gdc.author.wosid | Akan, Aydin/P-3068-2019 | |
| gdc.author.wosid | Yılmaz, Bülent/Acr-8602-2022 | |
| gdc.author.wosid | Özel, Pınar/Afh-4560-2022 | |
| gdc.description.department | Abdullah Gül University | en_US |
| gdc.description.departmenttemp | [Ozel, Pinar] Nevsehir Haci Bektas Veli Univ, Elect Elect Engn Dept, Nevsehir, Turkey; [Akan, Aydin] Izmir Katip Celebi Univ, Biomed Engn Dept, Izmir, Turkey; [Yilmaz, Bulent] Abdullah Gul Univ, Elect Elect Engn Dept, Kayseri, Turkey | en_US |
| gdc.description.endpage | 519 | en_US |
| gdc.description.publicationcategory | Konferans Öğesi - Uluslararası - Kurum Öğretim Elemanı | en_US |
| gdc.description.scopusquality | N/A | |
| gdc.description.startpage | 516 | en_US |
| gdc.description.woscitationindex | Conference Proceedings Citation Index - Science | |
| gdc.description.wosquality | N/A | |
| gdc.identifier.wos | WOS:000426978800085 | |
| gdc.scopus.citedcount | 0 | |
| gdc.wos.citedcount | 0 | |
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