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Adaptive fuzzy rule-based systems for credit rating analysis

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216275%3A25410%2F10%3A39881987" target="_blank" >RIV/00216275:25410/10:39881987 - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Adaptive fuzzy rule-based systems for credit rating analysis

  • Original language description

    The paper presents an analysis of credit rating process by using adaptive fuzzy rule-based systems. First, previous studies in credit rating analysis are reviewed. The disadvantage of the models used in these studies consists in the fact that it is difficult to extract understandable knowledge from them. This problem appears to be crucial also because the use of natural language is typical for the credit rating process. It can be solved by using fuzzy logic, enabling its user to model the meaning of natural language words. The model includes data pre-processing, the selection process of input variables, and the design of various adaptive fuzzy rule-based systems for classification. The selection of input variables is realized using genetic algorithms.The objective of this process is to select only significant variables in order to improve the performance of adaptive fuzzy rule-based systems. Input variables are extracted from financial statements and capital markets in line with previ

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    AE - Management, administration and clerical work

  • OECD FORD branch

Result continuities

  • Project

    <a href="/en/project/GP402%2F09%2FP090" target="_blank" >GP402/09/P090: Modelling of Municipal Finance by Computational Intelligence Methods</a><br>

  • Continuities

    P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

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

    Proceedings of International Conference Mathematical Methods in Economics - Vol. I

  • ISBN

    978-80-7394-218-2

  • ISSN

  • e-ISSN

  • Number of pages

    6

  • Pages from-to

  • Publisher name

    Jihočeská univerzita v Českých Budějovicích

  • Place of publication

    České Budějovice

  • Event location

    České Budějovice

  • Event date

    Sep 8, 2010

  • Type of event by nationality

    EUR - Evropská akce

  • UT code for WoS article