Arnold Kiv (Ed.)

Machine Learning for Prediction of Emergent Economy Dynamics

Proceedings of the Selected Papers of the Special Edition of International Conference on Monitoring, Modeling & Management of Emergent Economy (M3E2-MLPEED 2020)

Odessa, Ukraine July 13-18, 2020 ii

Kiv, A. (Ed.): Machine Learning for Prediction of Emergent Economy Dynamics, Proceedings of the Selected Papers of the Special Edition of International Conference on Monitoring, Modeling & Management of Emergent Economy (M3E2-MLPEED 2020), Odessa, Ukraine, July 13-18, 2020, CEUR-WS.org, online (2020)

This volume represents the proceedings of the selected papers of the Special Edition of International Conference on Monitoring, Modeling & Management of Emergent Economy (M3E2-MLPEED 2020), held in Odessa, Ukraine, on July 13-18, 2020. It comprises 23 contributed papers that were carefully peer-reviewed and selected from 45 submissions. The accepted papers present the state-of-the-art overview of successful cases and provides guidelines for future research.

Copyright © 2020 for the individual papers by the papers’ authors. Copyright © 2020 for the volume as a collection by its editors. This volume and its papers are published under the Creative Commons License Attribution 4.0 International (CC BY 4.0). iii

Program Committee

Albert Azaryan, Kryvyi Rih National University, Ukraine Helena Fidlerová, Slovak University of Technology, Slovakia Irina Georgescu, Bucharest University of Economics, Romania Lidiya Guryanova, Simon Kuznets Kharkiv National University of Economics, Ukraine Nadia Kabachi, Claude Bernard Lyon 1 University, France Arnold Kiv, Ben-Gurion University of the Negev, Israel Vitaliy Kobets, Kherson State University, Ukraine Hennadiy Kravtsov, Kherson State University, Ukraine Orken Mamyrbayev, Institute of Information and Computational Technologies, Kazakhstan Lukas Pichl, International Christian University, Japan Nina Rizun, Gdansk University of Technology, Poland Abdel-Badeeh M. Salem, Ain Shams University, Egypt Yaroslav Shramko, Kryvyi Rih State Pedagogical University, Ukraine Oleksandr Spivakovskiy, Kherson State University, Ukraine Aleksandr Uchitel, State University of Economics and Technology, Ukraine Eugene Yakub, Odessa National Economic University, Ukraine

Local Organization Committee Members

Arnold Kiv, Ben-Gurion University of the Negev, Beer Sheva, Israel Pavlo Hryhoruk, Khmelnytskyi National University, Khmelnytskyi, Ukraine Inesa Khvostina, Ivano-Frankivsk National Technical University of Oil and Gas, Ivano-Frankivsk, Ukraine Victoria Solovieva, State University of Economics and Technology, Kryvyi Rih, Ukraine Vladimir Soloviev, Kryvyi Rih State Pedagogical University, Kryvyi Rih, Ukraine Serhiy Semerikov, Kryvyi Rih State Pedagogical University, Kryvyi Rih, Ukraine

Additional Reviewers

Vitalina Babenko, V. N. Karazin Kharkiv National University, Ukraine Hanna Danylchuk, The Bohdan Khmelnytsky National University of Cherkasy, Ukraine Giedrė Dzemydaitė, Vilnius University, Lithuania Liliana Horal, Ivano-Frankivsk National Technical University of Oil and Gas, Ukraine Alexey Hostryk, Odessa National Economic University, Ukraine Pavlo Hryhoruk, Khmelnytskyi National University, Ukraine Liubov Kibalnyk, The Bohdan Khmelnytsky National University of Cherkasy, Ukraine iv

Inesa Khvostina, Ivano-Frankivsk National Technical University of Oil and Gas, Ukraine Oksana Kovtun, University of Educational Management, Ukraine Marina Kudinska, University of Latvia, Latvia Hanna Kucherova, Classic Private University, Ukraine Nataliia Maksyshko, Zaporizhzhia National University, Ukraine Andriy Matviychuk, Kyiv National Economic University named after Vadym Hetman, Ukraine Inese Mavlutova, BA School of Business and Finance, Latvia Bård Borch Michalsen, UiT The Arctic University of Norway, Norway Olha Prokopenko, Tallinn University of Technology, Estonia Oleg Pursky, Kyiv National University of Trade and Economics, Ukraine Serhiy Semerikov, Kryvyi Rih State Pedagogical University, Ukraine Vladimir Soloviev, Kryvyi Rih State Pedagogical University, Ukraine Victoria Solovieva, State University of Economics and Technology, Ukraine Petia Tanova, Frederick University of Cyprus, Cyprus Oleh Yatsiuk, Ivano-Frankivsk National Technical University of Oil and Gas, Ukraine Nataliia Zachosova, The Bohdan Khmelnytsky National University of Cherkasy, Ukraine Pavel Zakharchenko, Berdyansk State Pedagogical University, Ukraine

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Author Index

A Andrusiv, Uliana 415 Azaryan, Albert 434

B Babenko, Vitalina 107 Babych, Tetiana 261 Barmak, Olexander 187 Berezhna, Galina 352 Berezhnytska, Uliana 68 Berlous, Maria 125 Bezkorovainyi, Vitalii 434 Bielinskyi, Andriy 372 Bui, Yuliia 107

C Cherep, Olexander 295 Chernova, Oksana 415

D Daliak, Nadiia 41 Danylchuk, Hanna 167, 352 Datsenko, Nataliia 434 Derbentsev, Vasily 434 Didenko, Anastasiia 81 Donchenko, Tetyana 187

F Fedorovych, Irina 415

G Golub, Alexander 393 Grygoruk, Svitlana 315

H Hobyr, Iryna 107 Holovan, Olha 393 Honcharenko, Yuliia 81 Horal, Liliana 125, 334 Horoshkova, Lidiіa 393 Hostryk, Alexey 53 Hovorushchenko, Tetiana 239, 315 cdlii

Hryhoruk, Pavlo 1, 239, 315 Hrytsiuk, Petro 261

I Ivanov, Mykola 295 Ivanov, Sergey 295 Ivanylova, Oksana 167 Izhevskiy, Pavlo 145

K Kafka, Sofiia 107 Kaliuzhna, Iulia 295 Kaminskyi, Andrii 204 Kapinos, Hennadii 187 Khlobystov, Ievgen 393 Khrushch, Nila 145, 239, 315 Khvostina, Inesa 1, 41, 68, 334 Kibalnyk, Liubov 167, 352 Kiv, Arnold 1, 21, 352 Korol, Svitlana 334 Koval, Viktor 277 Kovtun, Oksana 167, 352 Kozin, Igor 219 Kravets, Olena 81 Kryzhanivs'kyi, Evstakhii 125 Kucherova, Hanna 81 Kupalova, Halyna 415

L Larionova, Kаterina 187 Lyalyuk, Vitaliy 295 Lysenko, Sergii 145, 239

M Maksyshko, Nataliia 219 Maltiz, Victoria 295 Markova, Svitlana 393 Matviychuk, Andriy 434 Melnyk, Tetiana 167 Mykhailyshyn, Liliia 68 Mykytiuk, Nataliia 125

N Nehrey, Maryna 204

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O Oliinyk, Andriy 187 Oliinyk, Viktor 68 Oliynyk, Oleksandr 393

P Pawliszczy, Dariusz 277 Perepelitsa, Vitalii 219 Perevozova, Iryna 125 Pichl, Lukáš 53, 372 Prystupa, Liudmyla 239 Pursky, Oleg 352

R Reznik, Nadiia 334 Rizun, Nina 204 Romanko, Olha 41

S Savenko, Oleg 187 Savko, Oksana 107 Schiavone, Francesco 277 Semerikov, Serhiy 1, 21, 41, 372 Serdiuk, Oleksandr 21, 167, 372 Shmeltser, Ekaterina 41, 107 Shmygol, Nadiia 277 Shyiko, Vira 125, 334 Sokoliuk, Galyna 145 Soloviev, Vladimir 1, 21, 53, 372 Solovieva, Victoria 1, 53, 372 Stadnyk, Vаlentyna 145

T Terentieva, Nataliia 295 Tomalja, Tetjana 145 Trokhymets, Olena 277 Tuliakova, Anna 53

U Uchitel, Aleksandr 81

V Vahanova, Liudmyla 239 Vasylieva, Oksana 219 Volkov, Volodymyr 393 cdliv

Vorfolomeiev, Andrii 277

Y Yashcheritsyna, Natalia 334 Yatsenko, Valerii 68 Yatsiuk, Oleh 41

Z Zaselskiy, Vladimir 167, 334 Zavgorodniy, Ruslan 277 Zelinska, Halyna 415