IDEAS home Printed from https://ideas.repec.org/p/geb/wpaper/2019-01.html
   My bibliography  Save this paper

On the Geographical Determinants of Bilateral Trade: ANFIS Approach

Author

Listed:
  • Halit Yanikkaya

    (Department of Economics, Gebze Technical University)

  • Mehmet Halis Saka

    (Department of Geomatics Engineering, Gebze Technical University)

  • Hasan Karaboga

    (Department of Economics, Gebze Technical University)

Abstract

This study examines the geographical determinants of bilateral trade by comparing the OLS method and ANFIS structure. Using over 150K observations for 106 countries for the years between 1995 and 2010, estimations from both methods consistently imply that the basic determinants of bilateral trade are very much similar. We compare the reliability of our estimation results from both analyses using three different criteria, namely the coefficient of determination, root mean squared error, and mean absolute error values. These comparisons clearly confirm that the geographical determinants of bilateral trade can be evaluated much more effectively by the help of the fuzzy logic framework of ANFIS than the traditional econometric methods commonly used in the literature. As a robustness check, we also generate FIS for each individual year and apply it to pooled sample, which also enables us to set up a better performing and practical tool.

Suggested Citation

  • Halit Yanikkaya & Mehmet Halis Saka & Hasan Karaboga, 2019. "On the Geographical Determinants of Bilateral Trade: ANFIS Approach," Working Papers 2019-01, Gebze Technical University, Department of Economics.
  • Handle: RePEc:geb:wpaper:2019-01
    as

    Download full text from publisher

    File URL: https://www.gtu.edu.tr/fileman/Files/UserFiles/isletme_fakultesi_dekanligi/econwp/gtuwp-2019-01.pdf
    File Function: First version, 2019
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Head, Keith & Mayer, Thierry & Ries, John, 2010. "The erosion of colonial trade linkages after independence," Journal of International Economics, Elsevier, vol. 81(1), pages 1-14, May.
    2. David H. Romer & Jeffrey A. Frankel, 1999. "Does Trade Cause Growth?," American Economic Review, American Economic Association, vol. 89(3), pages 379-399, June.
    3. N. Gregory Mankiw & David Romer & David N. Weil, 1992. "A Contribution to the Empirics of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(2), pages 407-437.
    4. Đokić, Aleksandar & Jović, Srđan, 2017. "Evaluation of agriculture and industry effect on economic health by ANFIS approach," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 479(C), pages 396-399.
    5. Hyndman, Rob J. & Koehler, Anne B., 2006. "Another look at measures of forecast accuracy," International Journal of Forecasting, Elsevier, vol. 22(4), pages 679-688.
    6. J. M. C. Santos Silva & Silvana Tenreyro, 2006. "The Log of Gravity," The Review of Economics and Statistics, MIT Press, vol. 88(4), pages 641-658, November.
    7. Estrella Gómez-Herrera, 2013. "Comparing alternative methods to estimate gravity models of bilateral trade," Empirical Economics, Springer, vol. 44(3), pages 1087-1111, June.
    8. Abdolreza Yazdani-Chamzini & Siamak Haji Yakhchali & Diana Volungevičienė & Edmundas Kazimieras Zavadskas, 2012. "Forecasting gold price changes by using adaptive network fuzzy inference system," Journal of Business Economics and Management, Taylor & Francis Journals, vol. 13(5), pages 994-1010, April.
    9. Gopinath, G. & Helpman, . & Rogoff, K. (ed.), 2014. "Handbook of International Economics," Handbook of International Economics, Elsevier, edition 1, volume 4, number 4.
    10. Chengang Wang & Yingqi Wei & Xiaming Liu, 2010. "Determinants of Bilateral Trade Flows in OECD Countries: Evidence from Gravity Panel Data Models," The World Economy, Wiley Blackwell, vol. 33(7), pages 894-915, July.
    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. Kikkawa, Ayumu Ken & Sasahara, Akira, 2020. "Gains from trade and the sovereign bond market," European Economic Review, Elsevier, vol. 124(C).
    2. Anderson, James E. & Yotov, Yoto V., 2020. "Short run gravity," Journal of International Economics, Elsevier, vol. 126(C).
    3. (ed.), 0. "Research Handbook on Economic Diplomacy," Books, Edward Elgar Publishing, number 16053.
    4. Jasmin Katrin Gröschl, 2013. "Gravity Model Applications and Macroeconomic Perspectives," ifo Beiträge zur Wirtschaftsforschung, ifo Institute - Leibniz Institute for Economic Research at the University of Munich, number 48.
    5. Matteo Fiorini & Giorgia Giovannetti & Mauro Lanati & Filippo Santi, 2021. "Asymmetric cultural proximity and greenfield foreign direct investment," The World Economy, Wiley Blackwell, vol. 44(9), pages 2572-2603, September.
    6. Markus Brueckner & Ngo Van Long & Joaquin L. Vespignani, 2020. "Non-Gravity Trade," Globalization Institute Working Papers 388, Federal Reserve Bank of Dallas.
    7. Alberto Alesina & Johann Harnoss & Hillel Rapoport, 2016. "Birthplace diversity and economic prosperity," Journal of Economic Growth, Springer, vol. 21(2), pages 101-138, June.
    8. D'Ambrosio, Anna & Montresor, Sandro, 2017. "Migration and Trade Ows: New Evidence from Spanish Regions," Department of Economics and Statistics Cognetti de Martiis. Working Papers 201724, University of Turin.
    9. Maria Cipollina & Luca De Benedictis & Luca Salvatici & Claudio Vicarelli, 2016. "Policy Measurement And Multilateral Resistance In Gravity Models," Working Papers LuissLab 16130, Dipartimento di Economia e Finanza, LUISS Guido Carli.
    10. Felbermayr, Gabriel & Gröschl, Jasmin, 2013. "Natural disasters and the effect of trade on income: A new panel IV approach," European Economic Review, Elsevier, vol. 58(C), pages 18-30.
    11. Michel Fouquin & Jules Hugot, 2016. "Back to the Future: International Trade Costs and the Two Globalizations," Vniversitas Económica 15130, Universidad Javeriana - Bogotá.
    12. Nazir Muhammad Abdullahi & Xuexi Huo & Qiangqiang Zhang & Aminah Bolanle Azeez, 2021. "Determinants and Potential of Agri-Food Trade Using the Stochastic Frontier Gravity Model: Empirical Evidence From Nigeria," SAGE Open, , vol. 11(4), pages 21582440211, December.
    13. Faia, Ester & Laffitte, Sebastien & Ottaviano, Gianmarco I.P., 2019. "Foreign expansion, competition and bank risk," Journal of International Economics, Elsevier, vol. 118(C), pages 179-199.
    14. Sato, Misato & Dechezleprêtre, Antoine, 2015. "Asymmetric industrial energy prices and international trade," Energy Economics, Elsevier, vol. 52(S1), pages 130-141.
    15. Adelaide Baronchelli & Raul Caruso & Roberto Ricciuti, 2022. "Trade in Small Arms and Light Weapons: Are embargoes effective?," The World Economy, Wiley Blackwell, vol. 45(5), pages 1336-1361, May.
    16. Claire Brunel & Thomas Zylkin, 2022. "Do cross‐border patents promote trade?," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 55(1), pages 379-418, February.
    17. Thierry Mayer & Vincent Vicard & Soledad Zignago & Beata Javorcik, 2019. "The cost of non-Europe, revisited," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 34(98), pages 145-199.
    18. Kleinman, Benny & Liu, Ernest & Redding, Stephen, 2020. "International friends and enemies," LSE Research Online Documents on Economics 108480, London School of Economics and Political Science, LSE Library.
    19. Sabine Deij & Jakob B. Madsen & Laura Puzzello, 2021. "When are instruments generated from geographic characteristics in bilateral relationships invalid?," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 36(4), pages 437-452, June.
    20. Francesc Ortega & Giovanni Peri, 2012. "The Effect of Trade and Migration on Income," NBER Working Papers 18193, National Bureau of Economic Research, Inc.

    More about this item

    Keywords

    Bilateral trade; Geography; Gravity model; ANFIS; OLS;
    All these keywords.

    JEL classification:

    • A12 - General Economics and Teaching - - General Economics - - - Relation of Economics to Other Disciplines
    • F14 - International Economics - - Trade - - - Empirical Studies of Trade

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:geb:wpaper:2019-01. 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: Abdullah Altun (email available below). General contact details of provider: https://edirc.repec.org/data/ibgyttr.html .

    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.