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Do Moving Average Trading Rule Results Imply Nonlinearities in Foreign Exchange?

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Author Info
Blake LeBaron () (University of Wisconsin - Madison)

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Abstract

This paper tests whether fitted linear models can replicate results from moment tests inspired by moving average technical trading rules for weekly foreign exchange series. Estimation is performed using standard OLS and maximum likelihood methods, along with a simulated method of moments technique which incorporates the trading rule moments into the estimation procedure. Results show that linear models are capable of replicating the trading rule moments along with the small autocorrelations observed in these series. This result holds for parameter values estimated using SMM and GARCH disturbances, but not for parameters estimated using maximum likelihood. The estimated models are simulated to examine the amount of predictability over long horizons.

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Paper provided by University of Wisconsin - Madison in its series Working papers with number _005.

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Handle: RePEc:wop:wimahp:_005

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  1. Nelson C. Mark & Yangru Wu, 1996. "Risk, Policy Rules, and Noise: Rethinking Deviations From Uncovered Interest Parity," Working Papers 014, Ohio State University, Department of Economics. [Downloadable!]
    Other versions:
  2. Nelson Mark & Yangru Wu, 1998. "Rethinking Deviations from Uncovered Interest Parity: The Role of Covariance Risk and Noise," Working Papers 98-05, Ohio State University, Department of Economics. [Downloadable!]
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  3. Hans Dewachter & Marco Lyrio, 2005. "The economic value of technical trading rules: a nonparametric utility-based approach," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 10(1), pages 41-62. [Downloadable!]
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  4. Michael Dueker & Christopher J. Neely, 2006. "Can Markov switching models predict excess foreign exchange returns?," Working Papers 2001-021, Federal Reserve Bank of St. Louis. [Downloadable!]
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  5. Bertrand Maillet, Thierry Michel, 2000. "Further insights on the puzzle of technical analysis profitability," European Journal of Finance, Taylor and Francis Journals, vol. 6(2), pages 196-224, June. [Downloadable!] (restricted)
  6. Spyros Skouras, 1998. "Financial Returns and Efficiency as seen by an Artificial Technical Analyst," Finance 9808001, EconWPA, revised 24 Aug 1998. [Downloadable!]
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  7. P. Lequeux, E. Acar, 1998. "A dynamic index for managed currencies funds using CME currency contracts," European Journal of Finance, Taylor and Francis Journals, vol. 4(4), pages 311-330, December. [Downloadable!] (restricted)
  8. Emmanuel Acar, Stephen E. Satchell, 1997. "A theoretical analysis of trading rules: an application to the moving average case with Markovian returns," Applied Mathematical Finance, Taylor and Francis Journals, vol. 4(3), pages 165-180, September. [Downloadable!] (restricted)
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