BUSINESS INFORM JOURNAL.

УКР

ENG

Search:

REGISTRATION CERTIFICATE

KV #19905-9705 PR dated 02.04.2013.

FOUNDERS

RESEARCH CENTRE FOR INDUSTRIAL DEVELOPMENT PROBLEMS of NAS (KHARKIV, UKRAINE)

According to the decision No. 802 of the National Council of Television and Radio Broadcasting of Ukraine dated 14.03.2024, is registered as a subject in the field of print media.
ID R30-03156

PUBLISHER

Liburkina L. M.

SITE SECTIONS

The Data Mining Technology Applications for Modeling the Unevenness of Socio-Economic Development of Regions
Chagovets L. O., Chahovets V. V., Didenko A. S.

Chagovets, Liubov O., Chahovets, Vita V., and Didenko, Anastasia S. (2020) “The Data Mining Technology Applications for Modeling the Unevenness of Socio-Economic Development of Regions.” Business Inform 3:82–91.
https://doi.org/10.32983/2222-4459-2020-3-82-91

Section: Economic and Mathematical Modeling

Article is written in Ukrainian
Downloads/views: 1

Download article (pdf) -

UDC 519.86:330.34(1-32)

Abstract:
The article is aimed at developing models for reduction of the information space for the assessment of the socio-economic development of Ukrainian regions (SER), as well as allocating the factor groups of indicators that are of particular importance for improving the efficiency of formation and decision-making in the elaboration of the development strategies of regions. The carried out monograph analysis, systemization and generalization of modern scientific developments of domestic and foreign scholars allowed to determine the existence of a number of approaches to the definition and evaluation of the uneven socio-economic development of regions and the absence of a single base of assessment indicators of the SER. As a result of the study, a model to reduce indicators for evaluating the uneven socio-economic development of Ukrainian regions by Data Mining methods is developed, in particular by the principal components method, which allows to significantly narrow the system of estimates. As a result of the carried out modeling, the degree of influence and load of uneven indicators in the context of individual factor groups of the SER indicators in accordance with their principal components is determined. Prospects for further research in this direction should be the development of models for the classification of the SER statuses and forecasting the level of unevenness of the SER on the basis of the proposed complex of models for assessing the asymmetry and unevenness of regional development; forming a system of directions and the most significant strategic levers of regional development. The obtained results will allow to scale models according to the data of the European Union countries, which will serve as a basis for improving models of equalization of the asymmetry of the macro-regions development.

Keywords: model, modeling, region, Data Mining, Data Science, factor analysis, principal components method.

Fig.: 8. Formulae: 3. Bibl.: 24.

Chagovets Liubov O. – Candidate of Sciences (Economics), Associate Professor, Associate Professor, Department of Economic Cybernetics, Simon Kuznets Kharkiv National University of Economics (9a Nauky Ave., Kharkiv, 61166, Ukraine)
Email: [email protected]
Chahovets Vita V. – Candidate of Sciences (Economics), Associate Professor, Associate Professor, Department of Economics and Management, Kharkiv State University of Food Technology and Trade (333 Klochkіvska Str., Kharkіv, 61051, Ukraine)
Email: [email protected]
Didenko Anastasia S. – Specialist, Company Intetics Inc. (43a Nauky Ave., Kharkiv, 61072, Ukraine)

List of references in article

Balta-Ozkan, N., Watson, T., and Mocca, E. “Spatially uneven development and low carbon transitions: Insights from urban and regional planning“. Energy Policy, vol. 85 (2015): 500-510. DOI: https://doi.org/10.1016/j.enpol.2015.05.013
Bulman, D. “Conclusion: A New Political Economy of Uneven Regional Development“. In Incentivized Development in China: Leaders, Governance, and Growth in China's Counties, 225-232. Cambridge: Cambridge University Press, 2016. DOI: https://doi.org/10.1017/CBO9781316694497.007
Heiets, V. M., Shynkaruk, L. V., and Artyomova, T. I. Strukturni zminy ta ekonomichnyi rozvytok Ukrainy [Structural Changes and Economic Development of Ukraine]. Kyiv: In-t ekonomiky ta prohnozuvannia, 2011.
Danilenko, A. I., Zimovets, V. V., and Sidenko, V. I. Ryzyky ta perspektyvy rozvytku Ukrainy u period postkryzovoho vidnovlennia [Risks and Prospects of Ukraine's Development in the Period of Post-crisis Recovery]. Kyiv: In-t ekonomiky ta prohnozuvannia, 2012.
Derzhavna sluzhba statystyky Ukrainy. www.ukrstat.gov.ua
Zhalilo, Ya. A. et al. Pisliakryzovyi rozvytok ekonomiky Ukrainy: zasady stratehii modernizatsii : analitychna dopovid [Post-crisis Development of Ukraine's Economy: Principles of Modernization Strategy: Analytical Report]. Kyiv: NISD, 2011.
“The uneven distribution of economic activity across regions“. https://nwaconference.org/the-uneven-distribution-of-economic-activity-across-regions-7445/
Klebanova, T. S. et al. Biznes-analityka bahatovymirnykh protsesiv [Business Analytics of Multidimensional Processes]. Kharkiv: Vyd. KhNEU im. S. Kuznetsia, 2018.
Koliada, Yu. V. Adaptyvna paradyhma modeliuvannia ekonomichnoi dynamiky [Adaptive Paradigm of Modeling Economic Dynamics]. Kyiv: KNEU, 2011.
Koychuyev, T. “O neravnomernosti ekonomicheskogo razvitiya stran v sovremennom mire“ [On Uneven Economic Development in the Modern World]. Obshchestvo i ekonomika, no. 6 (2014): 5-12.
Kravchenko, T. “Adaptive of modeling of region economic development strategy“. Canadian Journal of Science, Education and Culture. 2014. https://ir.kneu.edu.ua/bitstream/handle/2010/6762/Statty_5.pdf?sequence=1&isAllowed=y
Lasuen, Kh. R. “Urbanizatsiya i ekonomicheskoye razvitiye: vremennoye vzaimodeystviye mezhdu geograficheskimi i otraslevymi klasterami“ [Urbanization and Economic Development: Temporary Interaction Between Geographical and Industry Clusters]. Prostranstvennaya ekonomika, no. 1 (2010): 68-101.
Minakir, P. A. “Mnimyye i realnyye disproportsii ekonomicheskogo prostranstva“ [The Seeming and Real Disproportions of Economic Space]. Prostranstvennaya ekonomika, no. 4 (2008): 5-18. DOI: 10.14530/se.2008.4.005-018
Neravnomernost i tsiklichnost dinamiki sotsialno-ekonomicheskogo razvitiya regionov: otsenka, analiz, prognozirovaniye [Unevenness and Cyclical Dynamics of Socio-economic Development of Regions: Assessment, Analysis, Forecasting]. Kharkiv : FLP Aleksandrova K. M.; ID «INZhEK», 2012.
Popov, P. A. “Definitsii sotsialno-ekonomicheskoy asimmetrii munitsipalnykh organizatsiy regiona“ [Definitions of Socio-Economic Asymmetry of Municipal Organizations of Region]. Sotsialno-ekonomicheskiye yavleniya i protsessy, no. 5 (2010): 85-88.
[Legal Act of Ukraine] (2009). http://zakon2.rada.gov.ua/laws/show/476-2009-п
Reshetilo, V. P. Sinergiya stanovleniya i razvitiya regionalnykh ekonomicheskikh sistem [Synergy of the Formation and Development of Regional Economic Systems]. Kharkiv: KhNAMG, 2009.
Pallares-Barbera, M. et al. “Uneven Development and Regional Challenges: Introduction to the Globalising Economic Spaces“. Urbani Izziv. 2012. https://www.jstor.org/stable/24920836?seq=1#metadata_info_tab_contents
Chagovets, L., Chahovets, V., and Chernova, N. “Machine Learning Methods Applications for Estimating Unevenness Level of Regional Development“. In Data-Centric Business and Applications. Evolvements in Business Information Processing and Management, vol. 42, 115-139. 2020. DOI: https://doi.org/10.1007/978-3-030-35649-1_6
Storonianska, I. “Otsinka asymetrii sotsialno-ekonomichnoho rozvytku rehioniv Ukrainy ta obgruntuvannia priorytetiv derzhavnoi rehionalnoi polityky“ [Assessment of the Asymmetry of Socio-economic Development of the Regions of Ukraine and Substantiation of the Priorities of the State Regional Policy]. Rehionalna ekonomika, no. 4 (2006): 101-111.
Cutrini, E. “Economic integration, structural change and uneven development in the European Union“. https://relocal.eu/wp-content/uploads/sites/8/2018/09/ERSA_Cutrini.pdf
Stsenarnyye modeli sbalansirovannogo sotsialno-ekonomicheskogo razvitiya regionov [Scenario Models of Balanced Socio-economic Development of the Regions]. Berdiansk, 2013.
Chahovets, L. O., Chahovets, V. V., and Didenko, A. S. “Kontseptualnyi bazys otsinky ta prohnozuvannia nerivnomirnosti sotsialno-ekonomichnoho rozvytku rehioniv“ [Conceptual Basis for Assessing and Forecasting the Uneven Socio-economic Development of Regions]. In Instrumentalnyye sredstva modelirovaniya sistem v informatsionnoy ekonomike, 281-302. Kharkiv: VShEM - KhNEU im. S. Kuznetsa, 2019.
Chepik, A. Ye. “Voprosy prognozirovaniya vnutriregionalnoy neravnomernosti ekonomicheskogo razvitiya regiona“ [Questions of Forecasting Intraregional Unevenness of the Region’s Economic Development]. Ekonomicheskiye nauki. 2014. http://ecsn.ru/files/pdf/201412/201412_129.pdf

FOR AUTHORS

License Contract

Conditions of Publication

Article Requirements

Regulations on Peer-Reviewing

Publication Contract

Current Issue

Frequently asked questions

INFORMATION

The Plan of Scientific Conferences

OUR PARTNERS

Journal «The Problems of Economy»

The site and its metadata are licensed under CC BY-SA.

Write to webmaster