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Age and Gender Recognition of a Speaker from Short-duration Phone Conversations

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dc.contributor.author Yucesoy, Ergun
dc.contributor.author Nabiyev, Vasif V.
dc.date.accessioned 2024-03-15T08:44:14Z
dc.date.available 2024-03-15T08:44:14Z
dc.date.issued 2015
dc.identifier.citation Yücesoy, E., Nabiyev, VV. (2015). Age and Gender Recognition of a Speaker from Short-duration Phone Conversations. , 751-754 en_US
dc.identifier.isbn 978-1-4673-7386-9
dc.identifier.issn 2165-0608
dc.identifier.uri https://www.webofscience.com/wos/woscc/full-record/WOS:000380500900168
dc.identifier.uri http://earsiv.odu.edu.tr:8080/xmlui/handle/11489/4342
dc.description WoS Categories: Engineering, Electrical & Electronic; Telecommunications en_US
dc.description Web of Science Index: Conference Proceedings Citation Index - Science (CPCI-S) en_US
dc.description Research Areas: Engineering; Telecommunications en_US
dc.description Conference Title: 23nd Signal Processing and Communications Applications Conference (SIU) en_US
dc.description.abstract In this study, a system is suggested that is classifying phone conversations having an average length of one second into three categories according to the age and/or gender properties of speakers. In the study where SVM approach based on GMM supervectors is used, speech signals are represented by an 39-element vector consisting of MFCC coefficients. In the tests where aGender database is used, the effect of GMM component number on the success is also investigated and the most suitable component number is determined. At the end of these tests, for the three-class gender category 87.28%, four-class age category 50.12% and seven-class age&gender category 48.05% success rates are achieved. en_US
dc.language.iso eng en_US
dc.publisher IEEE-NEW YORK en_US
dc.rights info:eu-repo/semantics/openAccess en_US
dc.subject Age and gender recognition, Gaussian mixture model (GMM), GMM supervectors, Support Vector Machine en_US
dc.title Age and Gender Recognition of a Speaker from Short-duration Phone Conversations en_US
dc.type article en_US
dc.relation.journal 2015 23RD SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU) en_US
dc.contributor.department Ordu Üniversitesi en_US
dc.contributor.authorID 0000-0003-1707-384X en_US
dc.identifier.startpage 751 en_US
dc.identifier.endpage 754 en_US


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