About: ANN application in emotional speech analysis.

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rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
rdfs:seeAlso	http://inderscience.metapress.com/content/0131h6728r316n58/
Description	In the present text, we deal with the problem of classification of speech emotion. Problems of speech processing are addressed through the use of artificial neural networks (ANNs). The results can be used for two research projects - for prosody modelling and for analysis of disordered speech. The first ANN topology discussed is the multilayer neural network (MLNN) with the BPG learning algorithm, while the supervised SOM (SSOM) is the second ANN topology. Our aim is to combine knowledges from phonetics and ANN but also to try to classify speech signals which are described by music theory. Finally, one solution is given for this problem which is supplemented with a proof. In the present text, we deal with the problem of classification of speech emotion. Problems of speech processing are addressed through the use of artificial neural networks (ANNs). The results can be used for two research projects - for prosody modelling and for analysis of disordered speech. The first ANN topology discussed is the multilayer neural network (MLNN) with the BPG learning algorithm, while the supervised SOM (SSOM) is the second ANN topology. Our aim is to combine knowledges from phonetics and ANN but also to try to classify speech signals which are described by music theory. Finally, one solution is given for this problem which is supplemented with a proof. (en)
Title	ANN application in emotional speech analysis. ANN application in emotional speech analysis. (en)
skos:prefLabel	ANN application in emotional speech analysis. ANN application in emotional speech analysis. (en)
skos:notation	RIV/68407700:21230/12:00195050!RIV13-GA0-21230___
http://linked.open...avai/predkladatel	Fakulta elektrotechnická
http://linked.open...avai/riv/aktivita	P
http://linked.open...avai/riv/aktivity	P(GA102/09/0989)
http://linked.open...iv/cisloPeriodika	3/2012
http://linked.open...vai/riv/dodaniDat	2013
http://linked.open...aciTvurceVysledku	Tučková, Jana Šramka, Martin
http://linked.open.../riv/druhVysledku	J - Článek v odborném periodiku
http://linked.open...iv/duvernostUdaju	S - Úplné a pravdivé údaje nepodléhající ochraně podle zvláštních právních předpisů
http://linked.open...titaPredkladatele	České vysoké učení technické v Praze / Fakulta elektrotechnická
http://linked.open...dnocenehoVysledku	122817
http://linked.open...ai/riv/idVysledku	RIV/68407700:21230/12:00195050
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	emotions; emotion classification; speech analysis; artificial neural network; ANNs; multilayer neural networks; MLNN; self-organising maps; SOM; prosody modelling; musical theory; U-matrix; matrix of changes; emotional speech; disordered speech. (en)
http://linked.open.../riv/klicoveSlovo	SOM U-matrix artificial neural network emotions ANNs MLNN disordered speech. emotion classification emotional speech matrix of changes musical theory prosody modelling self-organising maps speech analysis multilayer neural networks
http://linked.open...odStatuVydavatele	CH - Švýcarská konfederace
http://linked.open...ontrolniKodProRIV	[839EC3BE0741]
http://linked.open...i/riv/nazevZdroje	Int.J. of Data Analysis Techniques and Strategies
http://linked.open...in/vavai/riv/obor	JA
http://linked.open...ichTvurcuVysledku	2 (xsd:int)
http://linked.open...cetTvurcuVysledku	2 (xsd:int)
http://linked.open...vavai/riv/projekt	New innovative methods for high-quality synthesis of Czech speech
http://linked.open...UplatneniVysledku	2012
http://linked.open...v/svazekPeriodika	4
http://linked.open...iv/tvurceVysledku	Tučková, Jana Šramka, Martin
issn	1755-8050
number of pages	21 (xsd:int)
http://bibframe.org/vocab/doi	10.1504/IJDATS.2012.047819
http://localhost/t...ganizacniJednotka	21230
is http://linked.open...avai/riv/vysledek of	ANN application in emotional speech analysis.

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