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2019 | OriginalPaper | Chapter

Selecting the Efficient Market Indicators in the Trading System on the Forex Market

Authors : Przemysław Juszczuk, Lech Kruś

Published in: Information Systems Architecture and Technology: Proceedings of 39th International Conference on Information Systems Architecture and Technology – ISAT 2018

Publisher: Springer International Publishing

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Abstract

A concept of the trading system is proposed in which only selected market indicators generating the most beneficial recommendations for traders are included. The proposal can be implemented as an additional module included in the existing trading systems. We present a procedure, in which for a given initially considered indicators, only the selected ones being the most beneficial for a trader for a given time window are derived. In the procedure, an efficiency of initially considered indicators is verified in each time window on the basis of their past performance. Using the verification results the ranking and selection of the best ones is made.

This procedure is implemented and included in the trading system on the Forex market. To evaluate our approach we have performed detailed experiments including real-world data covering the period of almost three years and ten different technical indicators.

The presented results show, that the proposed approach is promising. The set of indicators included in trading systems should be limited and changed sequentially using the presented procedure.

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Ramasamy, R., Mohd, H.M.H.: Chaotic behavior of financial time series an empirical assessment. Int. J. Bus. Soc. Sci. 2(3), 77–83 (2011). https://doi.org/10.30845/ijbssCrossRef

Nuti, G., Mighaemi, M., Treleaven, P., Yingsaeree, C.: Algorithmic trading. Computer 44(11), 61–69 (2011)CrossRef

Mabu, S., Hirasawa, K., Obayashi, M., Kuremoto, T.: Enhanced decision making mechanism of rule-based genetic network programming for creating stock trading signals. Expert Syst. Appl. 40(16), 6311–6320 (2013). https://doi.org/10.1016/j.eswa.2013.05.037CrossRef

Chatrath, A., Miao, H., Ramchander, S., Villupuram, S.: Currency jumps, cojumps and the role of macro news. J. Int. Money Financ. 40, 42–62 (2014). https://doi.org/10.1016/j.jimonfin.2013.08.018CrossRef

Baccianella, A., Esuli, S., Sebastiani, F.: SentiWordNet 3.0: an enhanced lexical resource for sentiment analysis and opinion mining. In: Proceedings of European Language Resources Association (ELRA) (2010)

Dourra, H., Siy, P.: Investment using technical analysis and fuzzy logic. Fuzzy Sets Syst. 127, 221–240 (2002). https://doi.org/10.1016/S0165-0114(01)00169-5MathSciNetCrossRefMATH

Wang, Y.F.: Mining stock price using fuzzy rough set system. Expert Syst. Appl. 24(1), 13–23 (2003). https://doi.org/10.1016/S0957-4174(02)00079-9CrossRef

Thawornwong, S., Enke, D., Dagli, C.: Neural networks as a decision maker for stock trading: a technical analysis approach. Int. J. Smart Eng. Syst. Des. 5(4), 313–325 (2003). https://doi.org/10.1080/10255810390245627CrossRef

Eng, M.H., Li, Y., Wang, Q.G., Lee, T.H.: Forecast forex with ANN using fundamental data. Int. Conf. Inf. Manag. 1, 279–282 (2008)

10.

Sermpinis, G., Laws, J., Karathanasopoulos, A., Dunis, C.L.: Forecasting and trading the EUR/USD exchange rate with gene expression and psi sigma neural networks. Expert Syst. Appl. 39, 8865–8877 (2012). https://doi.org/10.1016/j.eswa.2012.02.022CrossRef

11.

Lee, C.S., Loh, K.Y.: GP-based optimisation of technical trading indicators and profitability in FX market. Neural Inf. Proc. 3, 1159–1163 (2002)

12.

Brabazon, A., O’Neill, M.: Evolving technical trading rules for spot foreign-exchange markets using grammatical evolution. Comput. Manag. Sci. 1(3), 311–327 (2004)CrossRef

13.

Nassirtoussi, A.K., Aghabozorgi, S., Wah, T.Y., Check, D., Ngo, L.: Text mining of news-headlines for FOREX market prediction: a multi-layer dimension reduction algorithm with semantics and sentiment. Expert Syst. Appl. 42(1), 306–324 (2015). https://doi.org/10.1016/j.eswa.2014.08.004CrossRef

14.

Mabu, S., Obayashi, M., Kuremoto, T.: Ensemble learning of rule-based evolutionary algorithm using multi-layer perceptron for supporting decisions in stock trading problems. Appl. Soft Comput. 36, 357–367 (2015). https://doi.org/10.1016/j.asoc.2015.07.020CrossRef

15.

Juszczuk, P., Kruś, L.: Supporting multicriteria fuzzy decisions on the forex market. Multi. Criteria Decis. Mak. 12, 60–74 (2017)CrossRef

16.

Kirkpatrick II, Ch.D, Dahlquist, J.R.: Technical Analysis. Complete Resource for Financial Market Technicians. FT Press, New Jersey (2010)

Title: Selecting the Efficient Market Indicators in the Trading System on the Forex Market
Authors: Przemysław Juszczuk
Lech Kruś
Publisher: Springer International Publishing
Book: Information Systems Architecture and Technology: Proceedings of 39th International Conference on Information Systems Architecture and Technology – ISAT 2018
Print ISBN: 978-3-319-99992-0

Electronic ISBN: 978-3-319-99993-7

Copyright Year: 2019
DOI: https://doi.org/10.1007/978-3-319-99993-7_12

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