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Efficient algorithm for rational kernel evaluation in large lattice sets

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F49777513%3A23520%2F13%3A43919662" target="_blank" >RIV/49777513:23520/13:43919662 - isvavai.cz</a>

  • Result on the web

    <a href="http://dx.doi.org/10.1109/ICASSP.2013.6638235" target="_blank" >http://dx.doi.org/10.1109/ICASSP.2013.6638235</a>

  • DOI - Digital Object Identifier

    <a href="http://dx.doi.org/10.1109/ICASSP.2013.6638235" target="_blank" >10.1109/ICASSP.2013.6638235</a>

Alternative languages

  • Result language

    angličtina

  • Original language name

    Efficient algorithm for rational kernel evaluation in large lattice sets

  • Original language description

    This paper presents an effective method for evaluation of the rational kernels represented by finite-state automata. The described algorithm is optimized for processing speed and thus facilitates the usage of state-of-the-art machine learning techniqueslike Support Vector Machines even in the real-time application of speech and language processing, such as dialogue systems and speech retrieval engines. The performance of the devised algorithm was tested on a spoken language understanding task and the results suggest that it consistently outperforms the baseline algorithm presented in the related literature.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    JD - Use of computers, robotics and its application

  • OECD FORD branch

Result continuities

  • Project

    <a href="/en/project/GBP103%2F12%2FG084" target="_blank" >GBP103/12/G084: Center for Large Scale Multi-modal Data Interpretation</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

  • Article name in the collection

    Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on

  • ISBN

    978-1-4799-0356-6

  • ISSN

    1520-6149

  • e-ISSN

  • Number of pages

    5

  • Pages from-to

    3133-3137

  • Publisher name

    IEEE

  • Place of publication

    New York

  • Event location

    Vancouver, BC, Canada

  • Event date

    May 26, 2013

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article