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Speech Emotions Recognition Using 2-D Neural Classifier

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27240%2F13%3A86086876" target="_blank" >RIV/61989100:27240/13:86086876 - isvavai.cz</a>

  • Alternative codes found

    RIV/61989100:27740/13:86086876

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Speech Emotions Recognition Using 2-D Neural Classifier

  • Original language description

    This article deals with a speech emotion recognition system. We discuss the usage of a neural network as the final classifier for human speech emotional state. We carried our research on a database of records of both genders and various emotional states.In the preprocessing and speech processing phase, we focused our intent on parameters dependent on the emotional state. The output of this work is a system for classifying the emotional state of a man's voice, which is based on a neural network classifier. For output-stage classifier was used self-organizing feature map, which is specific type of artificial neural nets. The number of input parameters must be limited for hardware and time consuming computation of neurons positions. Therefore we discussthe accuracy of the classifier whose input is the fundamental frequency calculated by different methods

  • Czech name

  • Czech description

Classification

  • Type

    J<sub>x</sub> - Unclassified - Peer-reviewed scientific article (Jimp, Jsc and Jost)

  • CEP classification

    IN - Informatics

  • OECD FORD branch

Result continuities

  • Project

    <a href="/en/project/ED1.1.00%2F02.0070" target="_blank" >ED1.1.00/02.0070: IT4Innovations Centre of Excellence</a><br>

  • Continuities

    P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

Others

  • Publication year

    2013

  • Confidentiality

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

Data specific for result type

  • Name of the periodical

    Advances in Intelligent Systems and Computing. Volume 239

  • ISSN

    2194-5357

  • e-ISSN

  • Volume of the periodical

    210

  • Issue of the periodical within the volume

    2013

  • Country of publishing house

    DE - GERMANY

  • Number of pages

    11

  • Pages from-to

    221-231

  • UT code for WoS article

  • EID of the result in the Scopus database