Binary Classification Performances of Emotion Classes for Turkish Emotional Speech
dc.authorid | OFLAZOGLU, CAGLAR/0000-0001-5074-2617 | |
dc.contributor.author | Oflazoglu, Caglar | |
dc.contributor.author | Yildirim, Serdar | |
dc.date.accessioned | 2024-09-18T20:04:25Z | |
dc.date.available | 2024-09-18T20:04:25Z | |
dc.date.issued | 2015 | |
dc.department | Hatay Mustafa Kemal Üniversitesi | en_US |
dc.description | 23nd Signal Processing and Communications Applications Conference (SIU) -- MAY 16-19, 2015 -- Inonu Univ, Malatya, TURKEY | en_US |
dc.description.abstract | Emotion recognition from speech plays important role for natural human-computer interaction. This study investigates binary classification performances of 4 fundamental emotion classes in Turkish Emotional Speech (TurES) Database using acoustic features for various classifiers. Results shows that Angry emotion class has higher classification rate (70%-80%) than others; lowest classification rate is obtained as 64% for Happy-Neutral emotion pair. Best classification results are obtained with J48 (C4.5) classifier for all emotion pairs. | en_US |
dc.description.sponsorship | Dept Comp Engn & Elect & Elect Engn,Elect & Elect Engn,Bilkent Univ | en_US |
dc.identifier.endpage | 2356 | en_US |
dc.identifier.isbn | 978-1-4673-7386-9 | |
dc.identifier.issn | 2165-0608 | |
dc.identifier.scopus | 2-s2.0-84939178773 | en_US |
dc.identifier.scopusquality | N/A | en_US |
dc.identifier.startpage | 2353 | en_US |
dc.identifier.uri | https://hdl.handle.net/20.500.12483/8156 | |
dc.identifier.wos | WOS:000380500900570 | en_US |
dc.identifier.wosquality | N/A | en_US |
dc.indekslendigikaynak | Web of Science | en_US |
dc.indekslendigikaynak | Scopus | en_US |
dc.language.iso | tr | en_US |
dc.publisher | Ieee | en_US |
dc.relation.ispartof | 2015 23rd Signal Processing and Communications Applications Conference (Siu) | en_US |
dc.relation.publicationcategory | Konferans Öğesi - Uluslararası - Kurum Öğretim Elemanı | en_US |
dc.rights | info:eu-repo/semantics/closedAccess | en_US |
dc.subject | binary classification | en_US |
dc.subject | emotional speech | en_US |
dc.subject | categorical classification | en_US |
dc.subject | TurES database | en_US |
dc.subject | pattern recognition | en_US |
dc.title | Binary Classification Performances of Emotion Classes for Turkish Emotional Speech | en_US |
dc.type | Conference Object | en_US |