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A note on the use of copulas in chance-constrained programming

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F67985556%3A_____%2F14%3A00437979" target="_blank" >RIV/67985556:_____/14:00437979 - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    A note on the use of copulas in chance-constrained programming

  • Original language description

    In this paper we are concentrated on a problem of linear chanceconstrained programming where the constraint matrix is considered random with a known distribution of the matrix rows. The rows are not considered to be independent; instead, we make use of the copula notion to describe the dependence of the matrix rows. In particular, the distribution of the rows is driven by so-called Archimedean class of copulas. We provide a review of very basic properties of Archimedean copulas and describe how they canbe used to transform the stochastic programming problem into a deterministic problem of second-order cone programming. Also the question of convexity of the problem is explored and importance of the selected class of copulas is commented. At the end ofthe paper, we provide a simple example to illustrate the concept used.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    BB - Applied statistics, operational research

  • OECD FORD branch

Result continuities

  • Project

    <a href="/en/project/GA13-14445S" target="_blank" >GA13-14445S: New Trends in Stochastic Economic Models under Uncertainty</a><br>

  • Continuities

    I - Institucionalni podpora na dlouhodoby koncepcni rozvoj vyzkumne organizace

Others

  • Publication year

    2014

  • Confidentiality

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

Data specific for result type

  • Article name in the collection

    Proceedings of 32nd International Conference Mathematical Methods in Economics MME 2014

  • ISBN

    978-80-244-4209-9

  • ISSN

  • e-ISSN

  • Number of pages

    6

  • Pages from-to

    327-332

  • Publisher name

    Palacký University

  • Place of publication

    Olomouc

  • Event location

    Olomouc

  • Event date

    Sep 10, 2014

  • Type of event by nationality

    EUR - Evropská akce

  • UT code for WoS article