Cargando…
Emotional Speech Recognition Based on the Committee of Classifiers
This article presents the novel method for emotion recognition from speech based on committee of classifiers. Different classification methods were juxtaposed in order to compare several alternative approaches for final voting. The research is conducted on three different types of Polish emotional s...
Autor principal: | |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7514252/ http://dx.doi.org/10.3390/e21100920 |
_version_ | 1783586545316397056 |
---|---|
author | Kamińska, Dorota |
author_facet | Kamińska, Dorota |
author_sort | Kamińska, Dorota |
collection | PubMed |
description | This article presents the novel method for emotion recognition from speech based on committee of classifiers. Different classification methods were juxtaposed in order to compare several alternative approaches for final voting. The research is conducted on three different types of Polish emotional speech: acted out with the same content, acted out with different content, and spontaneous. A pool of descriptors, commonly utilized for emotional speech recognition, expanded with sets of various perceptual coefficients, is used as input features. This research shows that presented approach improve the performance with respect to a single classifier. |
format | Online Article Text |
id | pubmed-7514252 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-75142522020-11-09 Emotional Speech Recognition Based on the Committee of Classifiers Kamińska, Dorota Entropy (Basel) Article This article presents the novel method for emotion recognition from speech based on committee of classifiers. Different classification methods were juxtaposed in order to compare several alternative approaches for final voting. The research is conducted on three different types of Polish emotional speech: acted out with the same content, acted out with different content, and spontaneous. A pool of descriptors, commonly utilized for emotional speech recognition, expanded with sets of various perceptual coefficients, is used as input features. This research shows that presented approach improve the performance with respect to a single classifier. MDPI 2019-09-21 /pmc/articles/PMC7514252/ http://dx.doi.org/10.3390/e21100920 Text en © 2019 by the author. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Kamińska, Dorota Emotional Speech Recognition Based on the Committee of Classifiers |
title | Emotional Speech Recognition Based on the Committee of Classifiers |
title_full | Emotional Speech Recognition Based on the Committee of Classifiers |
title_fullStr | Emotional Speech Recognition Based on the Committee of Classifiers |
title_full_unstemmed | Emotional Speech Recognition Based on the Committee of Classifiers |
title_short | Emotional Speech Recognition Based on the Committee of Classifiers |
title_sort | emotional speech recognition based on the committee of classifiers |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7514252/ http://dx.doi.org/10.3390/e21100920 |
work_keys_str_mv | AT kaminskadorota emotionalspeechrecognitionbasedonthecommitteeofclassifiers |