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Recognition of Emotions in German Speech Using Gaussian Mixture Models

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F67985882%3A_____%2F09%3A00356050" target="_blank" >RIV/67985882:_____/09:00356050 - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Recognition of Emotions in German Speech Using Gaussian Mixture Models

  • Original language description

    The contribution describes experiments with recognition of emotions in German speech signal based oil the same principle as recognition of speakers. The most robust algorithm for speaker recognition is based On Gaussian Mixture Models (GMM). We examine three parameter Sets: the first contains suprasegmental features, in the second are segmental features and the last is a combination of the two previous parameter sets. Further we want to explore the dependency of the classification accuracy Oil the number of GMM model components. The aim of this contribution is a recommendation the number of GMM components and the optimal selection of speech parameters for emotion recognition in German speech.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    JA - Electronics and optoelectronics

  • OECD FORD branch

Result continuities

  • Project

    <a href="/en/project/OC08010" target="_blank" >OC08010: Emotional speech style analysis, modeling and synthesis</a><br>

  • Continuities

    Z - Vyzkumny zamer (s odkazem do CEZ)

Others

  • Publication year

    2009

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Data specific for result type

  • Article name in the collection

    MULTIMODAL SIGNAL: COGNITIVE AND ALGORITHMIC ISSUES

  • ISBN

    978-3-642-00524-4

  • ISSN

  • e-ISSN

  • Number of pages

    8

  • Pages from-to

  • Publisher name

    SPRINGER-VERLAG

  • Place of publication

    Berlin

  • Event location

    Vietri sul Mare

  • Event date

    Apr 21, 2008

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article

    000265464200026