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Estimation of Gender and Age from Recorded Speech

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216305%3A26230%2F06%3APU66995" target="_blank" >RIV/00216305:26230/06:PU66995 - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Estimation of Gender and Age from Recorded Speech

  • Original language description

    This document deals with gender and age estimation from recorded speech based on Gaussian Mixture Models (GMMs). Estimation process is composed of training of models representing appropriate speaker groups and following speaker classification using thesetrained models. Records from Czech SpeechDat(E) database are used as training and test data set. In order to reduce data size, Mel-Frequency Cepstral Coeficients (MFCC) are extracted speech. Additionally, discriminative training is applied to the trained models to provide further improvement of the results. Finally, obtained results are discussed and explained. Mistakes accompanying the estimation procedure are compared with the mistakes of subjective gender and age estimation by human listeners.<br>

  • Czech name

    Odhad pohlaví a věku z řeči

  • Czech description

    Článek je o odhadu pohlaví a věku z řeči

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    JC - Computer hardware and software

  • OECD FORD branch

Result continuities

  • Project

    <a href="/en/project/GA102%2F05%2F0278" target="_blank" >GA102/05/0278: New trends in research and application of voice technology</a><br>

  • Continuities

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

Others

  • Publication year

    2006

  • Confidentiality

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

Data specific for result type

  • Article name in the collection

    Proc. ACM Student Research competition 2006

  • ISBN

    80-01-03595-6

  • ISSN

  • e-ISSN

  • Number of pages

    8

  • Pages from-to

    25-32

  • Publisher name

    Czech Technical University

  • Place of publication

    Prague

  • Event location

    Praha

  • Event date

    Nov 28, 2006

  • Type of event by nationality

    CST - Celostátní akce

  • UT code for WoS article