IDEAS home Printed from https://ideas.repec.org/a/vrs/foeste/v23y2023i2p67-85n1.html
   My bibliography  Save this article

Associative Rules for Modeling International Security Decisions in the Context of the Ukrainian-Russian War. Preliminary Evaluations

Author

Listed:
  • Berezka Kateryna M.

    (Department of Applied Mathematics, West Ukrainian National University, Ukraine)

  • Kovalchuk Olha Ya.

    (Department of Applied Mathematics, West Ukrainian National University, Ukraine)

Abstract

Research background By launching a war against Ukraine, Russia changed the entire world system and demonstrated the ineffectiveness of the global security system. Today it is necessary to look for effective solutions to support the adoption of security decisions and develop effective strategies for the formation of a new architecture of the international security system. Purpose The paper aims to obtain preliminary approximate estimates of the state commitments of the countries of the world that support Ukraine in the war with Russia and to reveal non-obvious connections and regularities in the provision of various types of aid. Research methodology The data were collected on the rough refugee cost estimate, quantitative assessment of the government-to-government commitments, and preliminary data on non-bilateral aid transferred by governments to Ukraine of 40 countries. We used the FP-Growth algorithm to identify non-obvious connections and patterns between different types of support for Ukraine. Results We created an associative rules model to detect non-obvious patterns and relationships between the different types of bilateral commitments of the countries, that support Ukraine. Novelty Preliminary estimates were obtained between various types of international support for Ukraine in the war against Russia covering February 24 to November 20, 2022, the number of Ukrainian refugees accepted by the respective countries, and the sale of arms to Russia by some of them after the ban.

Suggested Citation

  • Berezka Kateryna M. & Kovalchuk Olha Ya., 2023. "Associative Rules for Modeling International Security Decisions in the Context of the Ukrainian-Russian War. Preliminary Evaluations," Folia Oeconomica Stetinensia, Sciendo, vol. 23(2), pages 67-85, December.
  • Handle: RePEc:vrs:foeste:v:23:y:2023:i:2:p:67-85:n:1
    DOI: 10.2478/foli-2023-0019
    as

    Download full text from publisher

    File URL: https://doi.org/10.2478/foli-2023-0019
    Download Restriction: no

    File URL: https://libkey.io/10.2478/foli-2023-0019?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Rüdiger Bachmann & David Baqaee & Christian Bayer & Moritz Kuhn & Andreas Löschel & Benjamin Moll & Andreas Peichl & Karen Pittel & Moritz Schularick, 2022. "What if? The economic effects for Germany of a stop of energy imports from Russia," SciencePo Working papers Main hal-03881469, HAL.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Ferriani, Fabrizio & Gazzani, Andrea, 2023. "The impact of the war in Ukraine on energy prices: Consequences for firms’ financial performance," International Economics, Elsevier, vol. 174(C), pages 221-230.
    2. Javier Quintana, 2022. "Economic consequences of a hypothetical suspension of Russia-EU trade," Economic Bulletin, Banco de España, issue 2/2022.
    3. Lionel Fontagné & Philippe Martin & Gianluca Orefice, 2024. "The many channels of firm’s adjustment to energy shocks: evidence from France," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 39(117), pages 5-43.
    4. Thomas R. Cook & Amaze Lusompa & Jun Nie, 2022. "Disruptions to Russian Energy Supply Likely to Weigh on European Output," Economic Bulletin, Federal Reserve Bank of Kansas City, issue November , pages 1-4, November.
    5. Hinterlang, Natascha & Jäger, Marius & Stähler, Nikolai & Strobel, Johannes, 2024. "On curbing the rise in energy prices: An examination of different mitigation approaches," Discussion Papers 09/2024, Deutsche Bundesbank.
    6. Adolfsen, Jakob Feveile & Ferrari Minesso, Massimo & Mork, Jente Esther & Van Robays, Ine, 2024. "Gas price shocks and euro area inflation," Working Paper Series 2905, European Central Bank.
    7. Alessandro Borin & Francesco Paolo Conteduca & Enrica Di Stefano & Vanessa Gunnella & Michele Mancini & Ludovic Panon, 2022. "Quantitative assessment of the economic impact of the trade disruptions following the Russian invasion of Ukraine," Questioni di Economia e Finanza (Occasional Papers) 700, Bank of Italy, Economic Research and International Relations Area.
    8. Trebesch, Christoph & Antezza, Arianna & Bushnell, Katelyn & Frank, André & Frank, Pascal & Franz, Lukas & Kharitonov, Ivan & Kumar, Bharath & Rebinskaya, Ekaterina & Schramm, Stefan, 2023. "The Ukraine Support Tracker: Which countries help Ukraine and how?," Kiel Working Papers 2218, Kiel Institute for the World Economy (IfW Kiel), revised 2023.
    9. Güntner, Jochen & Reif, Magnus & Wolters, Maik H., 2024. "Sudden stop: Supply and demand shocks in the German natural gas market," Discussion Papers 22/2024, Deutsche Bundesbank.
    10. Vasily Astrov & Mahdi Ghodsi & Richard Grieveson & Mario Holzner & Artem Kochnev & Michael Landesmann & Olga Pindyuk & Robert Stehrer & Maryna Tverdostup & Alexandra Bykova, 2022. "Russia’s invasion of Ukraine: assessment of the humanitarian, economic, and financial impact in the short and medium term," International Economics and Economic Policy, Springer, vol. 19(2), pages 331-381, May.
    11. Rüdiger Bachmann & David Baqaee & Christian Bayer & Moritz Kuhn & Andreas Löschel & Ben Mcwilliams & Benjamin Moll & Andreas Peichl & Karen Pittel & Moritz Schularick & Georg Zachmann, 2022. "How it can be done," SciencePo Working papers Main hal-03880930, HAL.
      • Rüdiger Bachmann & David Baqaee & Christian Bayer & Moritz Kuhn & Andreas Löschel & Ben McWilliams & Benjamin Moll & Andreas Peichl & Karen Pittel & Moritz Schularick & Georg Zachmann, 2022. "How it can be done," ECONtribute Policy Brief Series 034, University of Bonn and University of Cologne, Germany.
      • Rüdiger Bachmann & David Baqaee & Christian Bayer & Moritz Kuhn & Andreas Löschel & Ben Mcwilliams & Benjamin Moll & Andreas Peichl & Karen Pittel & Moritz Schularick & Georg Zachmann, 2022. "How it can be done," Working Papers hal-03880930, HAL.
    12. repec:bre:wpaper:48117 is not listed on IDEAS
    13. Baqaee, David & Hinz, Julian & Moll, Benjamin & Schularick, Moritz & Teti, Feodora A. & Wanner, Joschka & Yang, Sihwan, 2024. "Was wäre wenn? Die Auswirkungen einer harten Abkopplung von China auf die deutsche Wirtschaft [What if? The effects of a hard decoupling from China on the German economy]," Kiel Policy Brief 170, Kiel Institute for the World Economy (IfW Kiel).
    14. Braakmann, Nils & Dursun, Bahadir & Pickard, Harry, 2023. "Energy Price Shocks and the Demand for Energy-Efficient Housing: Evidence from Russia's Invasion of Ukraine," IZA Discussion Papers 15959, Institute of Labor Economics (IZA).
    15. Mavrigiannakis, Konstantinos & Sakkas, Stelios, 2024. "EU sanctions on Russia and implications for a small open economy: the case of Cyprus," LSE Research Online Documents on Economics 125336, London School of Economics and Political Science, LSE Library.
    16. Borin, Alessandro & Conteduca, Francesco Paolo & Di Stefano, Enrica & Gunnella, Vanessa & Mancini, Michele & Panon, Ludovic, 2023. "Trade decoupling from Russia," International Economics, Elsevier, vol. 175(C), pages 25-44.
    17. Alexander Sandkamp, 2022. "Reshoring by Decree? The Effects of Decoupling Europe from Global Value Chains," Intereconomics: Review of European Economic Policy, Springer;ZBW - Leibniz Information Centre for Economics;Centre for European Policy Studies (CEPS), vol. 57(6), pages 359-362, November.
    18. Bianchi, Javier & Sosa-Padilla, César, 2024. "On wars, sanctions, and sovereign default," Journal of Monetary Economics, Elsevier, vol. 141(C), pages 62-70.
    19. Veronika Grimm & Andreas Löschel & Karen Pittel, 2022. "Die Folgen eines russischen Erdgasembargos [The Consequences of an Embargo on Russian Gas]," Wirtschaftsdienst, Springer;ZBW - Leibniz Information Centre for Economics, vol. 102(4), pages 251-255, April.
    20. Bobasu, Alina & Dobrew, Michael & Repele, Amalia, 2024. "Energy price shocks, monetary policy and inequality," Working Paper Series 2967, European Central Bank.
    21. Simone Emiliozzi & Fabrizio Ferriani & Andrea Gazzani, 2023. "The European energy crisis and the consequences for the global natural gas market," Questioni di Economia e Finanza (Occasional Papers) 824, Bank of Italy, Economic Research and International Relations Area.

    More about this item

    Keywords

    international security; Russian-Ukrainian war; Ukraine support; association rule; FP-Growth;
    All these keywords.

    JEL classification:

    • C52 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Evaluation, Validation, and Selection
    • C59 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Other

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:vrs:foeste:v:23:y:2023:i:2:p:67-85:n:1. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Peter Golla (email available below). General contact details of provider: https://www.sciendo.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.