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Comparison of the credit scoring models on PD estimation of US banks

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27510%2F10%3A10225418" target="_blank" >RIV/61989100:27510/10:10225418 - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Comparison of the credit scoring models on PD estimation of US banks

  • Original language description

    The paper is devoted to the estimation of the PD as a crucial parameter in risk management, rating estimation and many others key financial fields. Particularly, in this paper we will estimate the PD of US banks by means of the statistical models, generally known as credit scoring models. First, in theoretical part, we will briefly introduce the two main categories of credit scoring models, which will be afterwards used in application part ? linear discriminant analysis and regression models (linear regression, logit and probit). In the main part of the paper we will work with the sample of almost three hundreds of commercial US banks which will be separate into the groups of defaulted and non-defaulted banks on the basis of historical information. Subsequently, we will stepwise apply the mentioned above scoring models on this sample to derive several models for estimation of PD. Further we will discuss the drawbacks and advantages of the particular models and compare reached results.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    AH - Economics

  • OECD FORD branch

Result continuities

  • Project

    <a href="/en/project/GA402%2F08%2F1237" target="_blank" >GA402/08/1237: Application of complex Lévy processes in modeling of financial assets prices</a><br>

  • Continuities

    P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)<br>S - Specificky vyzkum na vysokych skolach

Others

  • Publication year

    2010

  • Confidentiality

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

Data specific for result type

  • Article name in the collection

    Mathematical Methods in Economics 2010

  • ISBN

    978-80-7394-218-2

  • ISSN

  • e-ISSN

  • Number of pages

    7

  • Pages from-to

  • Publisher name

    University of South Bohemia

  • Place of publication

    České Budějovice

  • Event location

    České Budějovice, Czech Republic

  • Event date

    Sep 8, 2010

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article

    000287979900033