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Combination of Speech Features Using Smoothed Heteroscedastic Linear Discriminant Analysis

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216305%3A26230%2F04%3APU49151" target="_blank" >RIV/00216305:26230/04:PU49151 - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Combination of Speech Features Using Smoothed Heteroscedastic Linear Discriminant Analysis

  • Original language description

    Feature combination techniques based on PCA, LDA and HLDA are compared in experiments where limited amount of training data is available. Success with feature combination can be quite dependent on proper estimation of statistics required by the used technique. Insufficiency of training data is, therefore, an important problem, which has to be taken in to account in our experiments.<br>Besides of some standard approaches increasing robustness of statistic estimation, methods based on combination of LDA aand HLDA are proposed. An improved recognition performance obtained using these methods is demonstrated in experiments.

  • Czech name

    Kombinování řečových příznaků použitím vyhlazené heteroscedastické diskriminační analýzy

  • Czech description

    Kombinování řečových příznaků použitím vyhlazené heteroscedastické diskriminační analýzy<br>

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    JC - Computer hardware and software

  • OECD FORD branch

Result continuities

  • Project

    <a href="/en/project/GA102%2F02%2F0124" target="_blank" >GA102/02/0124: Voice technologies for support of information society</a><br>

  • Continuities

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

Others

  • Publication year

    2004

  • 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. 8th International Conference on Spoken Language Processing

  • ISBN

    1225-4111

  • ISSN

  • e-ISSN

  • Number of pages

    4

  • Pages from-to

    2549-2552

  • Publisher name

    Sunjin Printing Co,

  • Place of publication

    Jeju island

  • Event location

    Jeju Island

  • Event date

    Oct 4, 2004

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article