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The Principles of Random Matrix Theory and Their Application to the Portfolio Choice

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F49777513%3A23520%2F17%3A43933050" target="_blank" >RIV/49777513:23520/17:43933050 - isvavai.cz</a>

  • Result on the web

    <a href="https://www.scopus.com/record/display.uri?origin=recordpage&eid=2-s2.0-85035317887&citeCnt=0&noHighlight=false&sort=plf-f&src=s&sid=3aa67330a930e11e62786ab33329b00f&sot=autdocs&sdt=autdocs&sl=18&s=AU-ID%2856120952800%29&relpos=0" target="_blank" >https://www.scopus.com/record/display.uri?origin=recordpage&eid=2-s2.0-85035317887&citeCnt=0&noHighlight=false&sort=plf-f&src=s&sid=3aa67330a930e11e62786ab33329b00f&sot=autdocs&sdt=autdocs&sl=18&s=AU-ID%2856120952800%29&relpos=0</a>

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    The Principles of Random Matrix Theory and Their Application to the Portfolio Choice

  • Original language description

    In this paper, we use random matrix theory to analyse eigenvalues and see if there is a presence of pertinent information by using Marčenko–Pastur distribution. Thus, we analyse cross correlations between price fluctuations of different stocks using methods of random matrix theory. Moreover, we try to clean correlation matrix from noisy elements to see if the gap between predicted risk and realized risk would be reduced. The cleaned correlation matrix was used in portfolio optimization problem. This analysis is a way to understand the correlation structure.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

  • OECD FORD branch

    10103 - Statistics and probability

Result continuities

  • Project

  • Continuities

    I - Institucionalni podpora na dlouhodoby koncepcni rozvoj vyzkumne organizace

Others

  • Publication year

    2017

  • Confidentiality

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

Data specific for result type

  • Article name in the collection

    APLIMAT 2017 PROCEEDINGS

  • ISBN

    978-80-227-4650-2

  • ISSN

  • e-ISSN

    neuvedeno

  • Number of pages

    8

  • Pages from-to

    1380-1387

  • Publisher name

    Vydavateľstvo SPEKTRUM STU

  • Place of publication

    Bratislava

  • Event location

    Bratislava, Slovensko

  • Event date

    Jan 31, 2017

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article