Emotion recognition from speech using representation learning in extreme learning machines

Glüge, Stefan; Böck, Ronald; Ott, Thomas

doi:10.5220/0006485401790185

Please use this identifier to cite or link to this item: https://doi.org/10.21256/zhaw-1458

Full metadata record

DC Field	Value	Language
dc.contributor.author	Glüge, Stefan	-
dc.contributor.author	Böck, Ronald	-
dc.contributor.author	Ott, Thomas	-
dc.date.accessioned	2017-11-20T15:04:13Z	-
dc.date.available	2017-11-20T15:04:13Z	-
dc.date.issued	2017	-
dc.identifier.isbn	978-989-758-274-5	de_CH
dc.identifier.uri	https://digitalcollection.zhaw.ch/handle/11475/1519	-
dc.description.abstract	We propose the use of an Extreme Learning Machine initialised as auto-encoder for emotion recognition from speech. This method is evaluated on three different speech corpora, namely EMO-DB, eNTERFACE and SmartKom. We compare our approach against state-of-the-art recognition rates achieved by Support Vector Machines (SVMs) and a deep learning approach based on Generalised Discriminant Analysis (GerDA). We could improve the recognition rate compared to SVMs by 3%-14% on all three corpora and those compared to GerDA by 8%-13% on two of the three corpora.	de_CH
dc.language.iso	en	de_CH
dc.publisher	SciTePress	de_CH
dc.rights	http://creativecommons.org/licenses/by-nc-nd/4.0/	de_CH
dc.subject	Emotion recognition from speech	de_CH
dc.subject	Representation learning	de_CH
dc.subject	Extreme learning machine	de_CH
dc.subject.ddc	006: Spezielle Computerverfahren	de_CH
dc.title	Emotion recognition from speech using representation learning in extreme learning machines	de_CH
dc.type	Konferenz: Paper	de_CH
dcterms.type	Text	de_CH
zhaw.departement	Life Sciences und Facility Management	de_CH
zhaw.organisationalunit	Institut für Computational Life Sciences (ICLS)	de_CH
dc.identifier.doi	10.5220/0006485401790185	de_CH
dc.identifier.doi	10.21256/zhaw-1458	-
zhaw.conference.details	9th International Joint Conference on Computational Intelligence, Funchal, Portugal, 1-3 November 2017	de_CH
zhaw.funding.eu	No	de_CH
zhaw.originated.zhaw	Yes	de_CH
zhaw.pages.end	185	de_CH
zhaw.pages.start	179	de_CH
zhaw.parentwork.editor	Sabourin, Christophe	-
zhaw.parentwork.editor	Julian Merelo, Juan	-
zhaw.parentwork.editor	O'Reilly, Una-May	-
zhaw.parentwork.editor	Madani, Kurosh	-
zhaw.parentwork.editor	Warwick, Kevin	-
zhaw.publication.status	publishedVersion	de_CH
zhaw.publication.review	Peer review (Publikation)	de_CH
zhaw.title.proceedings	Proceedings of the 9th International Joint Conference on Computational Intelligence	de_CH
zhaw.webfeed	Datalab	de_CH
zhaw.webfeed	Bio-Inspired Modelling and Learning Systems	de_CH
zhaw.webfeed	Predictive Analytics	de_CH
Appears in collections:	Publikationen Life Sciences und Facility Management

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Glüge, S., Böck, R., & Ott, T. (2017). Emotion recognition from speech using representation learning in extreme learning machines [Conference paper]. In C. Sabourin, J. Julian Merelo, U.-M. O’Reilly, K. Madani, & K. Warwick (Eds.), Proceedings of the 9th International Joint Conference on Computational Intelligence (pp. 179–185). SciTePress. https://doi.org/10.5220/0006485401790185

Glüge, S., Böck, R. and Ott, T. (2017) ‘Emotion recognition from speech using representation learning in extreme learning machines’, in C. Sabourin et al. (eds) Proceedings of the 9th International Joint Conference on Computational Intelligence. SciTePress, pp. 179–185. Available at: https://doi.org/10.5220/0006485401790185.

S. Glüge, R. Böck, and T. Ott, “Emotion recognition from speech using representation learning in extreme learning machines,” in Proceedings of the 9th International Joint Conference on Computational Intelligence, 2017, pp. 179–185. doi: 10.5220/0006485401790185.

GLÜGE, Stefan, Ronald BÖCK und Thomas OTT, 2017. Emotion recognition from speech using representation learning in extreme learning machines. In: Christophe SABOURIN, Juan JULIAN MERELO, Una-May O’REILLY, Kurosh MADANI und Kevin WARWICK (Hrsg.), Proceedings of the 9th International Joint Conference on Computational Intelligence. Conference paper. SciTePress. 2017. S. 179–185. ISBN 978-989-758-274-5

Glüge, Stefan, Ronald Böck, and Thomas Ott. 2017. “Emotion Recognition from Speech Using Representation Learning in Extreme Learning Machines.” Conference paper. In Proceedings of the 9th International Joint Conference on Computational Intelligence, edited by Christophe Sabourin, Juan Julian Merelo, Una-May O’Reilly, Kurosh Madani, and Kevin Warwick, 179–85. SciTePress. https://doi.org/10.5220/0006485401790185.

Glüge, Stefan, et al. “Emotion Recognition from Speech Using Representation Learning in Extreme Learning Machines.” Proceedings of the 9th International Joint Conference on Computational Intelligence, edited by Christophe Sabourin et al., SciTePress, 2017, pp. 179–85, https://doi.org/10.5220/0006485401790185.