Mixture Linear Prediction in Speaker Verification Under Vocal Effort Mismatch
dc.authorid | 0000-0002-9174-0367 | en_US |
dc.contributor.author | Pohjalainen, Jouni | |
dc.contributor.author | Hanilçi, Cemal | |
dc.contributor.author | Kinnunen, Tomi | |
dc.contributor.author | Alku, Paavo | |
dc.date.accessioned | 2021-03-20T20:15:25Z | |
dc.date.available | 2021-03-20T20:15:25Z | |
dc.date.issued | 2014 | |
dc.department | BTÜ, Mühendislik ve Doğa Bilimleri Fakültesi, Elektrik Elektronik Mühendisliği Bölümü | en_US |
dc.description.abstract | This paper describes an approach to robust signal analysis using iterative parameter re-estimation of a mixture autoregressive (AR) model. The model's focus can be adjusted by initialization of the target and non-target states. The variant examined in this study uses an i.i.d. mixture AR model and is designed to tackle the spectral biasing effect caused by the voice excitation in speech signals with variable fundamental frequency. In our speaker verification experiments, this method performed competitively against standard spectrum analysis techniques in non-mismatch conditions and showed significant improvements in vocal effort mismatch conditions. | en_US |
dc.description.sponsorship | Academy of FinlandAcademy of FinlandEuropean Commission [256961, 253120]; EC FP7 project Simple4All [287678] | en_US |
dc.description.sponsorship | This work was supported by the Academy of Finland under Grants 256961 and 253120, and by the EC FP7 project Simple4All under Grant 287678. The associate editor coordinating the review of this manuscript and approving it for publication was Prof. Bjorn W. Schuller. | en_US |
dc.identifier.doi | 10.1109/LSP.2014.2339632 | en_US |
dc.identifier.endpage | 1520 | en_US |
dc.identifier.issn | 1070-9908 | |
dc.identifier.issn | 1558-2361 | |
dc.identifier.issue | 12 | en_US |
dc.identifier.scopusquality | Q1 | en_US |
dc.identifier.startpage | 1516 | en_US |
dc.identifier.uri | http://doi.org/10.1109/LSP.2014.2339632 | |
dc.identifier.uri | https://hdl.handle.net/20.500.12885/1191 | |
dc.identifier.volume | 21 | en_US |
dc.identifier.wos | WOS:000340428600001 | en_US |
dc.identifier.wosquality | Q2 | en_US |
dc.indekslendigikaynak | Web of Science | en_US |
dc.indekslendigikaynak | Scopus | en_US |
dc.institutionauthor | Hanilçi, Cemal | |
dc.language.iso | en | en_US |
dc.publisher | Ieee-Inst Electrical Electronics Engineers Inc | en_US |
dc.relation.ispartof | Ieee Signal Processing Letters | 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 | Robust acoustic features | en_US |
dc.subject | speaker recognition | en_US |
dc.subject | spectrum analysis | en_US |
dc.subject | speech feature extraction | en_US |
dc.title | Mixture Linear Prediction in Speaker Verification Under Vocal Effort Mismatch | en_US |
dc.type | Article | en_US |
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