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Extension of EFICA Algorithm for Blind Separation of Piecewise Stationary Non-Gaussian Sources

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F67985556%3A_____%2F08%3A00306561" target="_blank" >RIV/67985556:_____/08:00306561 - isvavai.cz</a>

  • Alternative codes found

    RIV/46747885:24220/08:#0001331

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Extension of EFICA Algorithm for Blind Separation of Piecewise Stationary Non-Gaussian Sources

  • Original language description

    We propose an extension of algorithm EFICA for piecewise stationary and non-Gaussian signals. Cramér-Rao bound for this model is derived and the extended algorithm is shown to be asymptotically efficient if score functions of the signals are known in each block. In contrast to classical ICA algorithms, the proposed method is able to profit from varying distribution of the original signals as well as from their non-stationarity, which is demonstrated on simulations with real-world signals.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    BB - Applied statistics, operational research

  • 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

    2008

  • Confidentiality

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

Data specific for result type

  • Article name in the collection

    ICASSP 2008: IEEE International Conference on Acoustics, Speech, and Signal Processing

  • ISBN

    978-1-4244-1483-3

  • ISSN

  • e-ISSN

  • Number of pages

    4

  • Pages from-to

  • Publisher name

    Conference Management Services

  • Place of publication

    Bryan

  • Event location

    Las Vegas

  • Event date

    Mar 30, 2008

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article