Enhancing multilingual recognition of emotion in speech by language identification
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216305%3A26230%2F16%3APU136056" target="_blank" >RIV/00216305:26230/16:PU136056 - isvavai.cz</a>
Result on the web
<a href="https://www.isca-speech.org/archive/Interspeech_2016/pdfs/0333.PDF" target="_blank" >https://www.isca-speech.org/archive/Interspeech_2016/pdfs/0333.PDF</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.21437/Interspeech.2016-333" target="_blank" >10.21437/Interspeech.2016-333</a>
Alternative languages
Result language
angličtina
Original language name
Enhancing multilingual recognition of emotion in speech by language identification
Original language description
We investigate, for the first time, if applying model selection based on automatic language identification (LID) can improve multilingual recognition of emotion in speech. Six emotional speech corpora from three language families (Germanic, Romance, Sino-Tibetan) are evaluated. The emotions are represented by the quadrants in the arousal/valence plane, i. e., positive/ negative arousal/valence. Four selection approaches for choosing an optimal training set depending on the current language are compared: within the same language family, across language family, use of all available corpora, and selection based on the automatic LID. We found that, on average, the proposed LID approach for selecting training corpora is superior to using all the available corpora when the spoken language is not known.
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
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OECD FORD branch
10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
Result continuities
Project
Result was created during the realization of more than one project. More information in the Projects tab.
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)
Others
Publication year
2016
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
Proceedings of Interspeech 2016
ISBN
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ISSN
1990-9772
e-ISSN
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Number of pages
5
Pages from-to
2949-2953
Publisher name
International Speech Communication Association
Place of publication
San Francisco
Event location
San Francisco
Event date
Sep 8, 2016
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
000409394401295