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Optimization of computationally intensive part of speech recognizer

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21230%2F09%3A00164813" target="_blank" >RIV/68407700:21230/09:00164813 - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Optimization of computationally intensive part of speech recognizer

  • Original language description

    A part of computer speech recognizer is a computationally very intensive probability function, which compares parametrized input data with the vast amount of trained parameters and evaluate their similarity. This contribution deals with optimization of the probability function to be better feasible on a DSP hardware architectures. The calculation of the original function is composed of several elementary operations (difference, multiplication, square, accumulation), but it is advantageous to convert such operations to an operation of single type, MAC (multiply and accumulate), which is effectively feasible, especially on Digital Signal Processors. We have found such a transformed function, but at the cost of small reducing the accuracy of the calculations. The result of our experiments is an algorithm which has less elementary operations in its core compared to the original function.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    JA - Electronics and optoelectronics

  • OECD FORD branch

Result continuities

  • Project

    Result was created during the realization of more than one project. More information in the Projects tab.

  • 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

    19th Czech-German Workshop on Speech Processing

  • ISBN

    978-80-86269-18-4

  • ISSN

  • e-ISSN

  • Number of pages

    5

  • Pages from-to

  • Publisher name

    Institute of Photonics and Electronics AS CR

  • Place of publication

    Prague

  • Event location

    Prague

  • Event date

    Sep 29, 2009

  • Type of event by nationality

    EUR - Evropská akce

  • UT code for WoS article