2022
DOI: 10.13189/ujaf.2022.100116
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Application of Clustering in the Dimensionality Reduction Algorithms for Separation of Financial Status of Commercial Banks in Ukraine

Abstract: The issue of determining the financial condition of commercial banks and separating investment-attractive banks from problem banks on this ground is extremely important for developing countries. The aim of this study is to make sure on the example of Ukraine that commercial banks really form separate clusters, where more reliable, stable and efficient banks are well separable from less successful ones in this regard. The study used the t-SNE and UMAP dimensionality reduction algorithms, and the Ward's Agglomer… Show more

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Cited by 4 publications
(3 citation statements)
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“…Each of these methods has its advantages and areas of application and tasks, where it reveals itself in the best way. Experimental studies on comparative analysis of the effectiveness of various clustering methods are described, in particular, in scientific works Subasi, 2020;Velykoivanenko and Korchynskyi, 2022).…”
Section: Resultsmentioning
confidence: 99%
“…Each of these methods has its advantages and areas of application and tasks, where it reveals itself in the best way. Experimental studies on comparative analysis of the effectiveness of various clustering methods are described, in particular, in scientific works Subasi, 2020;Velykoivanenko and Korchynskyi, 2022).…”
Section: Resultsmentioning
confidence: 99%
“…The lower efficiency of state-owned banks is evidenced by research in developing countries (Yeyati et al 2004;Zarutska 2015;Velykoivanenko and Korchynskyi 2022), in developing countries during 1995-2002(Micco et al 2007), in 16 Far East countries (Bangladesh, China, Hong Kong, India, Indonesia, Macau, Malaysia, Nepal, Pakistan, the Philippines, Singapore, South Korea, Sri Lanka, Taiwan, Thailand, and Vietnam) during 1989-2001(Cornett et al 2010, Argentina in the 1990s (Berger et al 2005), Bangladesh in 2004-2011(Kamarudin et al 2016-2019(Ullah and Rahman 2022), China in 1994(Berger et al 2009), 1997(García-Herrero et al 2009-2011(Zhang and Wang 2014), in Egypt during 1996-1999(Omran 2007), in Ethiopia during 2011-2017(Tekatel and Nurebo 2019, in India during 2010-2012 (Aswini et al 2013), 1998-2002(Sathye 2005-2012(Sukhdev et al 2016-2014(Gupta and Sundram 2015, in Iran during 2006-2010 (Nia et al 2012), in Kenya during 2000(Barako and Tower 2007, in Malaysia during 1994-1996(Karim 2003) and 2000…”
Section: Literature Reviewmentioning
confidence: 99%
“…• Alexey Hostryk, Odessa National Economic University, Ukraine [19] • Pavlo Hryhoruk, Khmelnytskyi National University, Ukraine [20] • Muhammad Jawad, Fatima Jinnah Women University, Pakistan [21] • Nila Khrushch, Khmelnytskyi National University, Ukraine [22] • Inesa Khvostina, Ivano-Frankivsk National Technical University of Oil and Gas, Ukraine [23] • Oksana Kovtun, University of Educational Management, Ukraine [24] • Serhii Lehenchuk, Zhytomyr Polytechnic State University, Ukraine [25] • Nataliia Maksyshko, Zaporizhzhia National University, Ukraine [26] • Abdukhakim Mamanazarov, Center of Economic Culture Development, Uzbekistan [27] • Ewa Matuska, Pomeranian University in Slupsk, Poland [28] • Inese Mavlutova, BA School of Business and Finance, Latvia [29] • Iveta Mietule, Rezekne Academy of Technologies, Latvia [30] • Dariusz Pawliszczy, Gromadka Community, Poland [31] • Oleg Pursky, Kyiv National University of Trade and Economics, Ukraine [32] • Michael Radin, Rochester Institute of Technology, United States [33] • Sultan Ramazanov, Kyiv National Economic University named after Vadym Hetman, Ukraine [34] • Kateryna Shymanska, Prague University of Economics and Business, Czechia [35] • Victoria Solovieva, State University of Economics and Technology, Ukraine [36] • Galyna Velykoivanenko, Kyiv National Economic University named after Vadym Hetman, Ukraine [37] Figure 3: Conference highlights, part 2.…”
Section: M3e2 2022 Program Committee Membersmentioning
confidence: 99%