Článek ve sborníku konference| BURGET Lukáš, MATĚJKA Pavel, HUBEIKA Valiantsina a ČERNOCKÝ Jan. Investigation into variants of Joint Factor Analysis for speaker recognition. In: Proc. Interspeech 2009. Brighton: International Speech Communication Association, 2009, s. 1263-1266. ISBN 978-1-61567-692-7. ISSN 1990-9772. | | Jazyk publikace: | angličtina |
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| Název publikace: | Investigation into variants of Joint Factor Analysis for speaker recognition |
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| Název (cs): | Výzkum variant Joint Factor Analysis v rozpoznávání řečníka |
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| Strany: | 1263-1266 |
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| Sborník: | Proc. Interspeech 2009 |
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| Konference: | Interspeech 2009 |
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| Místo vydání: | Brighton, GB |
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| Rok: | 2009 |
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| ISBN: | 978-1-61567-692-7 |
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| Časopis: | Proceedings of Interspeech, č. 9, FR |
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| ISSN: | 1990-9772 |
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| Vydavatel: | International Speech Communication Association |
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| URL: | http://www.fit.vutbr.cz/research/groups/speech/publi/2009/burget_is2009_jfa.pdf [PDF] |
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| Klíčová slova |
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| speaker recognition, joint factor analysis. |
| Anotace |
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| Článek je o výzkumu variant Joint Factor Analysis v rozpoznávání řečníka. Výsledky jsou reportovány na datech z NIST 2006 a 2008 SRE. |
| Abstrakt |
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| In this paper, we have investigated into JFA used for speaker
recognition. First, we performed systematic comparison of full
JFA with its simplified variants and confirmed superior performance
of the full JFA with both eigenchannels and eigenvoices.
We investigated into sensitivity of JFA on the number
of eigenvoices both for the full one and simplified variants. We
studied the importance of normalization and found that genderdependent
zt-norm was crucial. The results are reported on
NIST 2006 and 2008 SRE evaluation data. |
| BibTeX: |
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@INPROCEEDINGS{
author = {Lukáš Burget and Pavel Matějka and Valiantsina Hubeika and
Jan Černocký},
title = {Investigation into variants of Joint Factor Analysis for
speaker recognition},
pages = {1263--1266},
booktitle = {Proc. Interspeech 2009},
journal = {Proceedings of Interspeech},
number = {9},
year = {2009},
location = {Brighton, GB},
publisher = {International Speech Communication Association},
ISBN = {978-1-61567-692-7},
ISSN = {1990-9772},
language = {english},
url = {http://www.fit.vutbr.cz/research/view_pub.php.cs?id=9040}
} |
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