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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
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    References listed on IDEAS

    as
    1. Estrella Gómez-Herrera, 2013. "Comparing alternative methods to estimate gravity models of bilateral trade," Empirical Economics, Springer, vol. 44(3), pages 1087-1111, June.
    2. Gopinath, G. & Helpman, . & Rogoff, K. (ed.), 2014. "Handbook of International Economics," Handbook of International Economics, Elsevier, edition 1, volume 4, number 4.
    3. David H. Romer & Jeffrey A. Frankel, 1999. "Does Trade Cause Growth?," American Economic Review, American Economic Association, vol. 89(3), pages 379-399, June.
    4. 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.
    5. 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.
    6. 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.
    7. 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.
    8. 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.
    9. 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.
    10. 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.
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    JEL classification:

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

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