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Article

Is Technical Analysis in the Foreign Exchange Market Profitable? A Genetic Programming Approach

  • Christopher Neely (a1), Paul Weller (a2) and Rob Dittmar (a1)
Abstract

Using genetic programming techniques to find technical trading rules, we find strong evidence of economically significant out-of-sample excess returns to those rules for each of six exchange rates over the period 1981–1995. Further, when the dollar/Deutsche mark rules are allowed to determine trades in the other markets, there is significant improvement in performance in all cases, except for the Deutsche mark/yen. Betas calculated for the returns according to various benchmark portfolios provide no evidence that the returns to these rules are compensation for bearing systematic risk. Bootstrapping results on the dollar/Deutsche mark indicate that the trading rules detect patterns in the data that are not captured by standard statistical models.

Copyright
COPYRIGHT: © School of Business Administration, University of Washington 1997
References
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Allen, F., and Karjalainen, R.. “Using Genetic Algorithms to Find Technical Trading Rules.” Working Paper, The Wharton School, Univ. of Pennsylvania (10 1995).
Bhattacharya, U., and Weller, P. A.. “The Advantage to Hiding One's Hand: Speculation and Central Bank Intervention in the Foreign Exchange Market.” Journal of Monetary Economics, 39 (07 1997), 251–277.
Blume, L.; Easley, D.; and O'Hara, M.. “Market Statistics and Technical Analysis: The Role ofVolume.” Journal of Finance, 49 (03 1994), 153–181.
Brock, W.; Lakonishok, J.; and LeBaron, B.. “Simple Technical Trading Rules and the Stochastic Properties of Stock Returns.” Journal of Finance, 47 (12 1992), 1731–1764.
Brown, D. P., and Jennings, R. H.. “On Technical Analysis.” The Review of Financial Studies, 2 (1989), 527–551.
Diebold, F., and Nason, J.. “Nonparametric Exchange Rate Prediction.” Journal of International Economics, 28 (05 1990), 315–332.
Dooley, M. P., and Shafer, J. R.. “Analysis of Short-Run Exchange Rate Behavior: March 1973 to November 1981.” In Exchange Rate and Trade Instability: Causes, Consequences, and Remedies, Bigman, D. and Taya, T. eds. Cambridge, MA: Ballinger (1983).
Engel, C. “Why is the Forward Exchange Rate Forecast Biased? A Survey of Recent Evidence.” Working Paper No. 95–06, Federal Reserve Bank of Kansas City (09 1995).
Frankel, J. A., and Froot, K.. “Using Survey Data to Test Standard Propositions Regarding Exchange Rate Expectations.” American Economic Review, 77 (03 1987), 133–153.
Frankel, J. A., and Rose, A. K.. “A Survey of Empirical Research on Nominal Exchange Rates.” Working Paper No. 4865, National Bureau of Economic Research (09 1994).
Frenkel, J. A., and Levich, R. M.. “Transaction Costs and Interest Arbitrage: Tranquil versus Turbulent Periods.” Journal of Political Economy, 85 (12 1977), 1209–1226.
Holland, J.Adaptation in Natural and Artificial Systems. Ann Arbor, MI: Univ. of Michigan Press (1975).
Kho, B. C. “Time-Varying Risk Premia, Volatility, and Technical Trading Rule Profits: Evidence from Foreign Currency Futures Markets.” Journal of Financial Economics, 41 (06 1996), 249–290.
Koza, J. R.Genetic Programming: On the Programming of Computers by Means of Natural Selection. Cambridge, MA: MIT Press (1992).
Levich, R., and Thomas, L.. “The Significance of Technical Trading Rule Profits in the Foreign Exchange Market: ABootstrap Approach.” Journal of International Money and Finance, 12 (10 1993), 451–474.
Lewis, K. “Puzzles in International Financial Markets.” Working Paper No. 4951, National Bureau of Economic Research (12 1994).
Lyons, R. K. “Is Profit Taking Rational? A Foreign Exchange Dealer's Response.” Working Paper, Univ. of California-Berkeley (12 1995).
Meese, R. A., and Rose, A.. “An Empirical Assessment of Non-Linearities in Models of Exchange Rate Determination.” Review of Economic Studies, 58 (05 1991), 603–619.
Neely, C., and Weller, P.. “Technical Analysis and Central Bank Intervention.” Working Paper No. 97–002A, Federal Reserve Bank of St. Louis (01 1997).
Osler, C. L., and Chang, P. H. K.. “Head and Shoulders: Not Just a Flaky Pattern.” Staff Papers No. 4, Federal Reserve Bank of New York (08 1995).
Pring, M. J.Technical Analysis Explained, Second Ed.New York, NY: McGraw-Hill (1991).
Sweeney, R. J. “Beating the Foreign Exchange Market.” Journal of Finance, 41 (03 1986), 163–182.
Taylor, M. P., and Allen, H.. “The Use of Technical Analysis in the Foreign Exchange Market.” Journal of International Money and Finance, 11 (06 1992), 304–314.
Treynor, J. L., and Ferguson, R.. “In Defense of Technical Analysis.” Journal of Finance, 40 (04 1985), 757–773.
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Journal of Financial and Quantitative Analysis
  • ISSN: 0022-1090
  • EISSN: 1756-6916
  • URL: /core/journals/journal-of-financial-and-quantitative-analysis
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