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Extreme Value Estimation under the Presence of Short-Time Dependence

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216305%3A26210%2F14%3APU110118" target="_blank" >RIV/00216305:26210/14:PU110118 - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Extreme Value Estimation under the Presence of Short-Time Dependence

  • Original language description

    Study of extremes becomes crucial in many application areas, partially due to their harmful effects on a system reliability. For the purpose of prediction and frequency estimation of an extreme events, the extreme value theory is usually applied. However, the commonly used estimating methods (e.g. maximum likelihood method) are based on an independent observations. The presence of a serial dependence requires a careful investigation. With increasing dependence the extremes show higher tendency to cluster, which can significantly devaluate the analysis if not taken into account. The treatment with dependence is based either on a declustering techniques, which filter out the presence of dependence, or on its proper identification. The first one usually leads to significant reduction of number of observations and thus to a loss of information. The objective of the contribution is to discuss the latter approach, accompanied with estimation of so-called extremal index [1], a measure of extr

  • Czech name

  • Czech description

Classification

  • Type

    O - Miscellaneous

  • CEP classification

    BB - Applied statistics, operational research

  • OECD FORD branch

Result continuities

  • Project

  • Continuities

    S - Specificky vyzkum na vysokych skolach

Others

  • Publication year

    2014

  • Confidentiality

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