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Maximum non-extensive entropy block bootstrap for non-stationary processes

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F67985998%3A_____%2F15%3A00454929" target="_blank" >RIV/67985998:_____/15:00454929 - isvavai.cz</a>

  • Alternative codes found

    RIV/00216208:11640/15:00455411

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Maximum non-extensive entropy block bootstrap for non-stationary processes

  • Original language description

    In this paper, we propose a novel entropy-based resampling scheme valid for non-stationary data. In particular, we identify the reason for the failure of the original entropy-based algorithm of Vinod and López-de Lacalle (2009) to be the perfect rank correlation between the actual and bootstrapped time series. We propose the Maximum Entropy Block Bootstrap which preserves the rank correlation locally. Further, we also introduce the Maximum non-extensive Entropy Block Bootstrap to allow for fat tail behaviour in time series. Finally, we show the optimal finite sample properties of the proposed methods via a Monte Carlo analysis where we bootstrap the distribution of the Dickey-Fuller test.

  • Czech name

  • Czech description

Classification

  • Type

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

  • CEP classification

    AH - Economics

  • OECD FORD branch

Result continuities

  • Project

    <a href="/en/project/GA14-27047S" target="_blank" >GA14-27047S: Extreme variations of capital markets: theory, empirics and regulatory perspective</a><br>

  • Continuities

    I - Institucionalni podpora na dlouhodoby koncepcni rozvoj vyzkumne organizace

Others

  • Publication year

    2015

  • Confidentiality

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

Data specific for result type

  • Name of the periodical

    Actualite Economique

  • ISSN

    0001-771X

  • e-ISSN

  • Volume of the periodical

    91

  • Issue of the periodical within the volume

    1/2

  • Country of publishing house

    CA - CANADA

  • Number of pages

    25

  • Pages from-to

    115-139

  • UT code for WoS article

  • EID of the result in the Scopus database