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Analysis of World Bank Indicators for Countries with Banking Crises by Subgroup Discovery Induction


Gamberger, Dragan; Lučanin, Dražen; Šmuc, Tomislav
Analysis of World Bank Indicators for Countries with Banking Crises by Subgroup Discovery Induction // Mipro-2013 Proceedings / Biljanović, Petar (ur.).
Rijeka, 2013. str. 1433-1437 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)


Naslov
Analysis of World Bank Indicators for Countries with Banking Crises by Subgroup Discovery Induction

Autori
Gamberger, Dragan ; Lučanin, Dražen ; Šmuc, Tomislav

Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni

Izvornik
Mipro-2013 Proceedings / Biljanović, Petar - Rijeka, 2013, 1433-1437

Skup
Mipro-2013 36th International Convention

Mjesto i datum
Opatija, Hrvatska, 20.-24.05.2013

Vrsta sudjelovanja
Predavanje

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
Banking crises; subgroup discovery; data mining server

Sažetak
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.

Izvorni jezik
Engleski

Znanstvena područja
Računarstvo



POVEZANOST RADA


Projekt / tema
098-0982560-2563 - Algoritmi strojnog učenja i njihova primjena (Dragan Gamberger, )

Ustanove
Institut "Ruđer Bošković", Zagreb