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Change Point Detection by Sparse Parameter Estimation

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216224%3A14560%2F11%3A00052925" target="_blank" >RIV/00216224:14560/11:00052925 - isvavai.cz</a>

  • Alternative codes found

    RIV/60162694:G42__/11:00445735

  • Result on the web

    <a href="http://www.mii.lt/informatica/pdf/INFO812.pdf" target="_blank" >http://www.mii.lt/informatica/pdf/INFO812.pdf</a>

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Change Point Detection by Sparse Parameter Estimation

  • Original language description

    The contribution is focused on change point detection in a one-dimensional stochastic process by sparse parameter estimation from an overparametrized model. A stochastic process with change in the mean is estimated using dictionary consisting of Heaviside functions. The basis pursuit algorithm is used to get sparse parameter estimates. The mentioned method of change point detection in a stochastic process is compared with several standard statistical methods by simulations.

  • Czech name

  • Czech description

Classification

  • Type

    J<sub>x</sub> - Unclassified - Peer-reviewed scientific article (Jimp, Jsc and Jost)

  • CEP classification

    BB - Applied statistics, operational research

  • OECD FORD branch

Result continuities

  • Project

    <a href="/en/project/GPP402%2F10%2FP209" target="_blank" >GPP402/10/P209: Models of time series and methods of change point detection</a><br>

  • Continuities

    Z - Vyzkumny zamer (s odkazem do CEZ)

Others

  • Publication year

    2011

  • Confidentiality

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

Data specific for result type

  • Name of the periodical

    Informatica

  • ISSN

    0868-4952

  • e-ISSN

  • Volume of the periodical

    22

  • Issue of the periodical within the volume

    1

  • Country of publishing house

    LT - LITHUANIA

  • Number of pages

    16

  • Pages from-to

    149-164

  • UT code for WoS article

  • EID of the result in the Scopus database