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<dc:title xml:lang="pl"><![CDATA[Comparison of speaker dependent and speaker independent emotion recognition]]></dc:title>
<dc:creator><![CDATA[Rybka, Jan]]></dc:creator>
<dc:creator><![CDATA[Janicki, Artur]]></dc:creator>
<dc:subject xml:lang="pl"><![CDATA[peech processing]]></dc:subject>
<dc:subject xml:lang="pl"><![CDATA[emotion recognition]]></dc:subject>
<dc:subject xml:lang="pl"><![CDATA[EMO-DB]]></dc:subject>
<dc:subject xml:lang="pl"><![CDATA[support vector machines]]></dc:subject>
<dc:subject xml:lang="pl"><![CDATA[artificial neural networks]]></dc:subject>
<dc:description xml:lang="pl"><![CDATA[This paper describes a study of emotion recognition based on speech analysis. The introduction to the theory contains a review of emotion inventories used in various studies of emotion recognition as well as the speech corpora applied, methods of speech parametrization, and the most commonly employed classification algorithms.]]></dc:description>
<dc:description xml:lang="pl"><![CDATA[In the current study the EMO-DB speech corpus and three selected classifiers, the k-Nearest Neighbor (k-NN), the Artificial Neural Network (ANN) and Support Vector Machines (SVMs), were used in experiments. SVMs turned out to provide the best classification accuracy of 75.44% in the speaker dependent mode, that is, when speech samples from the same speaker were included in the training corpus.]]></dc:description>
<dc:description xml:lang="pl"><![CDATA[Various speaker dependent and speaker independent configurations were analyzed and compared. Emotion recognition in speaker dependent conditions usually yielded higher accuracy results than a similar but speaker independent configuration. The improvement was especially well observed if the base recognition ratio of a given speaker was low. Happiness and anger, as well as boredom and neutrality, proved to be the pairs of emotions most often confused.]]></dc:description>
<dc:publisher><![CDATA[Zielona Góra: Uniwersytet Zielonogórski]]></dc:publisher>
<dc:contributor><![CDATA[Korbicz, Józef (1951- ) - red.]]></dc:contributor>
<dc:contributor><![CDATA[Uciński, Dariusz - red.]]></dc:contributor>
<dc:date><![CDATA[2013]]></dc:date>
<dc:type xml:lang="pl"><![CDATA[artykuł]]></dc:type>
<dc:identifier><![CDATA[http://www.zbc.uz.zgora.pl/repozytorium/Content/78887/AMCS_2013_23_4_9.pdf]]></dc:identifier>
<dc:identifier><![CDATA[https://zbc.uz.zgora.pl/repozytorium/dlibra/publication/88699/edition/78887/content]]></dc:identifier>
<dc:identifier><![CDATA[oai:zbc.uz.zgora.pl:78887]]></dc:identifier>
<dc:source xml:lang="pl"><![CDATA[AMCS, volume 23, number 4 (2013)]]></dc:source>
<dc:source xml:lang="pl"><![CDATA[https://www.amcs.uz.zgora.pl/?action=papers&issue=55]]></dc:source>
<dc:language><![CDATA[eng]]></dc:language>
<dc:relation><![CDATA[oai:zbc.uz.zgora.pl:publication:88699]]></dc:relation>
<dc:rights xml:lang="pl"><![CDATA[Biblioteka Uniwersytetu Zielonogórskiego]]></dc:rights>
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