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Relationship between Thai Baht and Oil Price: A Neural Network Model

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  • Supanee Harnphattananusorn

    (Department of Economics, Faculty of Economics, Kasetsart University, Bangkok 10900, Thailand.)

Abstract

The research aims to investigate the relationship between the exchange rate of Thai Baht against USD and oil price using daily data from January 1999 to March 2019. To test whether three is the long-run relationship between selected variables, the Johansen cointegration method is employed. The results indicate the evidence of long-run relationship between oil price and the Thai Baht. Then, Arti?cial neural networks (ANN) technique is employed for estimation. For ANN estimation, the results suggest that the most influential variables for the Thai Baht is gold price and oil price is third influential variable for Thai Baht. The research used the Mean Squared Error (MSE), Root Mean Square Error (MSE) and the Mean Absolute Percentage Error (MAPE) to measure the error. The results suggest that ANN estimation is more efficient than linear model in term of error.

Suggested Citation

  • Supanee Harnphattananusorn, 2020. "Relationship between Thai Baht and Oil Price: A Neural Network Model," International Journal of Energy Economics and Policy, Econjournals, vol. 10(1), pages 371-376.
    • Handle: RePEc:eco:journ2:2020-01-49
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    References listed on IDEAS

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    1. Lisi, Francesco & Schiavo, Rosa A., 1999. "A comparison between neural networks and chaotic models for exchange rate prediction," Computational Statistics & Data Analysis, Elsevier, vol. 30(1), pages 87-102, March.
    2. Golub, Stephen S, 1983. "Oil Prices and Exchange Rates," Economic Journal, Royal Economic Society, vol. 93(371), pages 576-593, September.
    3. Amano, R. A. & van Norden, S., 1998. "Oil prices and the rise and fall of the US real exchange rate," Journal of International Money and Finance, Elsevier, vol. 17(2), pages 299-316, April.
    4. Rakesh K. Bissoondeeal & Michail Karoglou & Alicia M. Gazely, 2011. "Forecasting The Uk/Us Exchange Rate With Divisia Monetary Models And Neural Networks," Scottish Journal of Political Economy, Scottish Economic Society, vol. 58(1), pages 127-152, February.
    5. van Amano, Robert A & Norden, Simon, 1998. "Exchange Rates and Oil Prices," Review of International Economics, Wiley Blackwell, vol. 6(4), pages 683-694, November.
    6. Kenneth S. Rogoff, 1991. "Oil, productivity, government spending and the real yen-dollar exchange rate," Pacific Basin Working Paper Series 91-06, Federal Reserve Bank of San Francisco.
    7. Marcel Fratzscher & Daniel Schneider & Ine Van Robays, 2013. "Oil Prices, Exchange Rates and Asset Prices," Discussion Papers of DIW Berlin 1302, DIW Berlin, German Institute for Economic Research.
    8. Johansen, Soren, 1988. "Statistical analysis of cointegration vectors," Journal of Economic Dynamics and Control, Elsevier, vol. 12(2-3), pages 231-254.
    9. Dickey, David A & Fuller, Wayne A, 1981. "Likelihood Ratio Statistics for Autoregressive Time Series with a Unit Root," Econometrica, Econometric Society, vol. 49(4), pages 1057-1072, June.
    10. Zhang, Guoqiang & Eddy Patuwo, B. & Y. Hu, Michael, 1998. "Forecasting with artificial neural networks:: The state of the art," International Journal of Forecasting, Elsevier, vol. 14(1), pages 35-62, March.
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    Cited by:

    1. Kyophilavong, Phouphet & Abakah, Emmanuel Joel Aikins & Tiwari, Aviral Kumar, 2023. "Cross-spectral coherence and co-movement between WTI oil price and exchange rate of Thai Baht," Resources Policy, Elsevier, vol. 80(C).
    2. Supanee Harnphattananusorn, 2022. "Asymmetric Relationship between Exchange Rate Volatility and Oil Price: Case Study of Thai-Baht," International Journal of Energy Economics and Policy, Econjournals, vol. 12(1), pages 86-92.

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    More about this item

    Keywords

    Thai Baht; ANN; Cointegration;
    All these keywords.

    JEL classification:

    • A1 - General Economics and Teaching - - General Economics

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