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Bibliographic record number: 631311

Journal

Authors: Gamberger, Dragan; Lučanin, Dražen; Šmuc, Tomislav
Title: Analysis of World Bank Indicators for Countries with Banking Crises by Subgroup Discovery Induction
Source: Mipro-2013 Proceedings / Biljanović, Petar (ed). - Rijeka :
ISSN: 1847-3946
Meeting: Mipro-2013 36th International Convention
Location and date: Opatija, Hrvatska, 20.-24.05.2013.
Keywords: banking crises; subgroup discovery; data mining server
Abstract:
The paper presents results of the analysis of countries that experienced banking crises in the period 1976-2011. The analysed data are World Bank indicators in the periods before the onset of the crises. The work is done as part of the EU FP7 project “Forecasting Financial Crises”. For the analysis we have used the subgroup discovery methodology, which is especially useful when different subtypes of the main concept are anticipated and when different, possibly even contradictory properties may characterize these subtypes. We describe the data preparation process and the Data Mining Server application for subgroup discovery induction. The applied methodology may also be useful for other applications in business and marketing domains. Our main result is the classification of five subsets of countries with banking crises. Three of them may be recognized as financially driven types of banking crises, while significant socio- economic problems are characteristic for the remaining two subgroups.
Type of meeting: Predavanje
Type of presentation in a journal: Full-text (1500 words and more)
Type of peer-review: International peer-review
Project / theme: 098-0982560-2563
Original language: ENG
Category: Znanstveni
Research fields:
Computer science
Contrib. to CROSBI by: Dragan Gamberger (Dragan.Gamberger@irb.hr), 31. Svi. 2013. u 11:45 sati



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