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Title | Dynamics patterns of banks evaluations on the basis of Kohonen selforganizing maps |
Authors |
Shkolnyk, Inna Oleksandrivna
Kozmenko, Serhii Mykolaiovych Bukhtiarova, Alina Hennadiivna |
ORCID |
http://orcid.org/0000-0002-5359-0521 http://orcid.org/0000-0001-7710-4842 http://orcid.org/0000-0003-3466-4262 |
Keywords |
banks banking system economic modeling pattern of bank cluster analysis self-organizing map банки банківська система економічне моделювання функція бажаності Харрінгтона кластерний аналіз карта самоорганізації структура банку банковская система экономическое моделирование функция желательности Харрингтона кластерный анализ карта самоорганизации структура банка |
Type | Article |
Date of Issue | 2016 |
URI | http://essuir.sumdu.edu.ua/handle/123456789/65565 |
Publisher | LLC “Consulting Publishing Company “Business Perspective" |
License | |
Citation | Kozmenko, S. Dynamics patterns of banks evaluations on the basis of Kohonen self-organizing maps / S. Kozmenko, I. Shkolnyk, A. Bukhtiarova // Banks and Bank Systems. 2016. - Vol. 11, Issue 4-1. - P. 179-192. - doi:10.21511/bbs.11(4-1).2016.09 |
Abstract |
In the research, bank patterns analysis is held on the basis of Kohonen self-organizing maps with the aim to determine
further directions of bank strategies development under the influence of crisis events in Ukraine’s economy. For model
practical approval, the sample of 32 banks was formed, which presents four groups of banks according to the classification
determined by the National Bank of Ukraine. While constructing model, 15 indexes were used that characterize
bank’s functioning efficiency. As a result of research, cluster ranking was constructed, the groups (powerful banks,
stable, problem banks and banks that are in the crisis state and bankrupt state) were formed and the trajectory of bank
evolution as a patterns unity, each of which characterizes the activity of bank on a definite moment of time. It gives
possibility for the government regulation authority – central bank to take decisions according to the appropriateness use
of regulation instruments of separate bank with the aim of saving stable banking system state in a whole, and for the
clients – to evaluate bank’s reliability. |
Appears in Collections: |
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Germany
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United Kingdom
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United States
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File | Size | Format | Downloads |
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Shkolnyk_Kozmenko_Bukhtiarova.pdf | 2.52 MB | Adobe PDF | -2125502611 |
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