IDEAS home Printed from https://ideas.repec.org/a/eee/phsmap/v513y2019icp333-338.html
   My bibliography  Save this article

Analysing of exchange rate and gross domestic product (GDP) by adaptive neuro fuzzy inference system (ANFIS)

Author

Listed:
  • Jovic, Srdjan
  • Smigic Miladinovic, Jasmina
  • Micic, Radmila
  • Markovic, Sanja
  • Rakic, Goran

Abstract

In this paper was investigated the effect of exchange rate pass-through (ERPT) into aggregate import prices. The results shown in the long run pass-through was not observed. The results of our research confirm the results of previous investigations according to which pass-through is somewhat higher in transition countries than in developed ones and the pass-through degree is declining. Afterwards exchange rate effect on gross domestic product (GDP) was investigated by adaptive neuro fuzzy inference system (ANFIS). Dataset was collected from EUROSTAT database for 37 countries. The dataset was divided into two sets, for training and for testing of the ANFIS model. The main goal was to predict GDP in relation to exchange rate. ANFIS model was created by three Bell shaped membership functions since it was the best model according to the obtained results. Linear membership functions was used for output. Results shown that the ANFIS model can be used for GDP prediction based on exchange rate values.

Suggested Citation

  • Jovic, Srdjan & Smigic Miladinovic, Jasmina & Micic, Radmila & Markovic, Sanja & Rakic, Goran, 2019. "Analysing of exchange rate and gross domestic product (GDP) by adaptive neuro fuzzy inference system (ANFIS)," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 513(C), pages 333-338.
  • Handle: RePEc:eee:phsmap:v:513:y:2019:i:c:p:333-338
    DOI: 10.1016/j.physa.2018.09.009
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0378437118311336
    Download Restriction: Full text for ScienceDirect subscribers only. Journal offers the option of making the article available online on Science direct for a fee of $3,000

    File URL: https://libkey.io/10.1016/j.physa.2018.09.009?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
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Nidhaleddine Ben Cheikh & Christophe Rault, 2016. "Recent estimates of exchange rate pass-through to import prices in the euro area," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 152(1), pages 69-105, February.
    2. Campa, Jose M. & Goldberg, Linda S. & Gonzalez-Minguez, Jose M., 2005. "Exchange-rate pass-through to import prices in the euro area," IESE Research Papers D/609, IESE Business School.
    3. Pierpaolo Benigno & Ester Faia, 2016. "Globalization, Pass-Through, and Inflation Dynamics," International Journal of Central Banking, International Journal of Central Banking, vol. 12(4), pages 263-306, December.
    4. Pinelopi Koujianou Goldberg & Michael M. Knetter, 1997. "Goods Prices and Exchange Rates: What Have We Learned?," Journal of Economic Literature, American Economic Association, vol. 35(3), pages 1243-1272, September.
    5. Hadj Fraj, Salma & Hamdaoui, Mekki & Maktouf, Samir, 2018. "Governance and economic growth: The role of the exchange rate regime," International Economics, Elsevier, vol. 156(C), pages 326-364.
    6. Antonia López-Villavicencio & Valérie Mignon, 2021. "On the Seemingly Incompleteness of Exchange Rate Pass-Through to Import Prices: Do Globalization and/or Regional Trade Matter?," Dynamic Modeling and Econometrics in Economics and Finance, in: Gilles Dufrénot & Takashi Matsuki (ed.), Recent Econometric Techniques for Macroeconomic and Financial Data, pages 35-59, Springer.
    7. José Manuel Campa & Linda S. Goldberg, 2005. "Exchange Rate Pass-Through into Import Prices," The Review of Economics and Statistics, MIT Press, vol. 87(4), pages 679-690, November.
    8. Valérie Mignon & Antonia Lopez Villavicencio, 2017. "Explaining incomplete exchange rate pass-through to import prices: Does globalization matter?," Post-Print hal-01589214, HAL.
    9. Joscha Beckmann & Ansgar Belke & Florian Verheyen, 2014. "Exchange rate pass-through into German import prices - a disaggregated perspective," Applied Economics, Taylor & Francis Journals, vol. 46(34), pages 4164-4177, December.
    10. Valerie Herzberg & George Kapetanios & Simon Price, 2003. "Import prices and exchange rate pass-through: theory and evidence from the United Kingdom," Bank of England working papers 182, Bank of England.
    11. Habib, Maurizio Michael & Mileva, Elitza & Stracca, Livio, 2017. "The real exchange rate and economic growth: Revisiting the case using external instruments," Journal of International Money and Finance, Elsevier, vol. 73(PB), pages 386-398.
    12. Haroon Mumtaz & Özlem Oomen & Jian Wang, 2006. "Exchange rate pass-through into UK import prices," Bank of England working papers 312, Bank of England.
    13. Guzman, Martin & Ocampo, Jose Antonio & Stiglitz, Joseph E., 2018. "Real exchange rate policies for economic development," World Development, Elsevier, vol. 110(C), pages 51-62.
    14. Barhoumi, Karim, 2006. "Differences in long run exchange rate pass-through into import prices in developing countries: An empirical investigation," Economic Modelling, Elsevier, vol. 23(6), pages 926-951, December.
    15. Janine Aron & Ronald Macdonald & John Muellbauer, 2014. "Exchange Rate Pass-Through in Developing and Emerging Markets: A Survey of Conceptual, Methodological and Policy Issues, and Selected Empirical Findings," Journal of Development Studies, Taylor & Francis Journals, vol. 50(1), pages 101-143, January.
    16. Roberto Alvarez & Patricio Jaramillo & Jorge Selaive, 2012. "Is the Exchange Rate Pass-Through into Import Prices Declining? Evidence from Chile," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 48(1), pages 100-116, January.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Pramanik, Subhajit, 2021. "Exchange rate and Economic Growth - a comparative analysis of the possible relationship between them," MPRA Paper 111504, University Library of Munich, Germany, revised May 2021.
    2. Elfadil A. Mohamed & Ibrahim Elsiddig Ahmed & Riyadh Mehdi & Hanan Hussain, 2021. "Impact of corporate performance on stock price predictions in the UAE markets: Neuro‐fuzzy model," Intelligent Systems in Accounting, Finance and Management, John Wiley & Sons, Ltd., vol. 28(1), pages 52-71, January.

    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. Antonia López-Villavicencio & Valérie Mignon, 2020. "Exchange rate pass-through to import prices: accounting for changes in the eurozone trade structure," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 156(4), pages 835-858, November.
    2. Kurtović Safet & Šehić-Kršlak Sabina & Halili Blerim & Maxhuni Nehat, 2018. "Exchange Rate Pass-Through into Import Prices of Croatia," Naše gospodarstvo/Our economy, Sciendo, vol. 64(4), pages 60-73, December.
    3. Safet Kurtović & Blerim Halili & Nehat Maxhuni, 2019. "Exchange rate pass-through into import prices: evidence from Central and Southeast European countries," Indian Economic Review, Springer, vol. 54(1), pages 51-80, June.
    4. Nguyen Van Phuc & Vo Hong Duc, 2021. "Macroeconomics Determinants of Exchange Rate Pass-Through: New Evidence from the Asia-Pacific Region," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 57(1), pages 5-20, January.
    5. Safet Kurtović & Nehat Maxhuni & Blerim Halili & Sead Talović, 2021. "Asymmetric exchange rate pass‐through into import prices of Slovenia's manufacturing sector," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 26(3), pages 4609-4633, July.
    6. Fatma Marrakchi Charfi & Mohamed Kadria, 2016. "Incomplete Exchange Rate Pass-Through Transmission To Prices: An Svar Model For Tunisia," Annals of Financial Economics (AFE), World Scientific Publishing Co. Pte. Ltd., vol. 11(04), pages 1-23, December.
    7. Kellermann, Kersten & Schlag, Carsten-Henning, 2011. "Frankenstärke und Importpreisreagibilität: Kurz-, mittel- und langfristige Effekte," KOFL Working Papers 10, Konjunkturforschungsstelle Liechtenstein (KOFL), Vaduz.
    8. Javed Ahmad Bhat & Sajad Ahmad Bhat & Waseem Ahmad Parray, 2025. "Nonlinearity in exchange rate pass-through across BRICS: Role of business cycle and inflation," International Economics and Economic Policy, Springer, vol. 22(1), pages 1-32, February.
    9. Antonia López-Villavicencio & Valérie Mignon, 2021. "On the Seemingly Incompleteness of Exchange Rate Pass-Through to Import Prices: Do Globalization and/or Regional Trade Matter?," Dynamic Modeling and Econometrics in Economics and Finance, in: Gilles Dufrénot & Takashi Matsuki (ed.), Recent Econometric Techniques for Macroeconomic and Financial Data, pages 35-59, Springer.
    10. Mirdala, Rajmund, 2015. "Exchange Rate Pass-Through in the Euro Area," MPRA Paper 68862, University Library of Munich, Germany.
    11. Mohamed Tidjane Kinda & Hamidou Barry, 2021. "Exchange rate pass‐through to import prices: Evidence from a heterogeneous panel of West African countries," Review of Development Economics, Wiley Blackwell, vol. 25(4), pages 2454-2472, November.
    12. Mirdala, Rajmund, 2013. "Exchange Rate Pass-Through to Domestic Prices under Different Exchange Rate Regimes," MPRA Paper 53209, University Library of Munich, Germany.
    13. Idrisov, Georgy (Идрисов, Георгий) & Ponomarev, Yury (Пономарев, Юрий) & Pleskachev, Yury Andreevich (Плескачев, Юрий Андреевич), 2016. "Analysis of Joint Exchange Rate Pass-Through and Import Duty Rates in the Russian Economy [Анализ Совместного Эффекта Переноса Обменного Курса И Ввозных Пошлин В Цены В Российской Экономике]," Working Papers 1666, Russian Presidential Academy of National Economy and Public Administration.
    14. Shintani, Mototsugu & Terada-Hagiwara, Akiko & Yabu, Tomoyoshi, 2013. "Exchange rate pass-through and inflation: A nonlinear time series analysis," Journal of International Money and Finance, Elsevier, vol. 32(C), pages 512-527.
    15. Przystupa, Jan & Wróbel, Ewa, 2009. "Asymmetry of the exchange rate pass-through: An exercise on the Polish data," MPRA Paper 17660, University Library of Munich, Germany.
    16. Roberta Colavecchio & Ieva Rubene, 2019. "Non-linear exchange rate pass-through to euro area inflation: A local projection approach," BCL working papers 138, Central Bank of Luxembourg.
    17. Jinbin Wang & Nan Li, 2010. "Exchange rate pass-through: The case of China," Frontiers of Economics in China, Springer;Higher Education Press, vol. 5(3), pages 356-374, September.
    18. Muellbauer, John & Sinclair, Peter & Aron, Janine & Farrell, Greg, 2010. "Exchange Rate Pass-through and Monetary Policy in South Africa," CEPR Discussion Papers 8153, C.E.P.R. Discussion Papers.
    19. Matthieu Bussiere, 2013. "Exchange Rate Pass-through to Trade Prices: The Role of Nonlinearities and Asymmetries," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 75(5), pages 731-758, October.
    20. Shioji, Etsuro, 2015. "Time varying pass-through: Will the yen depreciation help Japan hit the inflation target?," Journal of the Japanese and International Economies, Elsevier, vol. 37(C), pages 43-58.

    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:eee:phsmap:v:513:y:2019:i:c:p:333-338. 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: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/physica-a-statistical-mechpplications/ .

    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.