Constructing portfolio investment strategy based on time adapting genetic network programming

2009 IEEE Congress on Evolutionary Computation, CEC 2009

Volumn , Issue , 2009, Pages 2379-2386

  Chen, Yan ^a   Mabu, Shingo ^a   Ohkawa, Etsushi ^a   Hirasawa, Kotaro ^a  

^a WASEDA UNIVERSITY   (Japan)

Author keywords

[No Author keywords available]

Indexed keywords

CANDLESTICK CHART; EVOLUTIONARY METHOD; GENETIC NETWORK PROGRAMMING; INVESTMENT STRATEGY; ON TIME; PORTFOLIO INVESTMENT; PORTFOLIO MODEL; PORTFOLIO OPTIMIZATION; STOCK MARKET SHOW; STOCK PRICE; TECHNICAL ANALYSIS; TECHNICAL INDEX;

EVOLUTIONARY ALGORITHMS; FINANCIAL DATA PROCESSING; GENETIC PROGRAMMING; SCADA SYSTEMS; STRATEGIC PLANNING;

INVESTMENTS;

EID: 70450032514     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CEC.2009.4983238     Document Type: Conference Paper

References (16)

1. H. Markowitz, Portfolio selection: Efficient diversification of investments, New York, John Whiley&Sons, 1959.
2. V. Dropsy, "Do macroeconomic factors help in predicting international equity risk premia?", Journal of Applied Business Research, Vol .12, pp. 120-132, 1996.
3. M. Lam, "Neural network techniques for financial performance prediction: integrating fundamental and technical analysis." Decision Support Systems, Vol .37, pp. 567-581, 2004.
4. J. H. Holland, Adaptation in natural and artificial systems: An introductory analysis with applications to biology, control and artificial intelligence, University of Michigan Press, 1975.
5. D. Lin, S. Wang, and H. Yan, "A multiobjective genetic algorithm for portfolio selection problem", In Proceedings of the ICOTA, Hong Kong, December 2001.
6. K. J. Oh, T. Y. Kim, S. H. Min, and H. Y. Lee, "Portfolio algorithm based on portfolio beta using genetic algorithm", Expert Systems with Applications, Vol .30, pp. 527-534, 2006.
7. J. R. Koza, Genetic Programming, on the programming of computers by means of natural selection. Cambridge, Mass.: MIT Press, 1992.
8. J. Potvin, P. Soriano, and M. Vallee, "Generating trading rules on the stock markets with genetic programming", Computers&Operations Research, Vol .31, pp. 1033-1047, 2004.
9. H. Etemadi, A. A. A. Rostamy, and H. F. Dehkordi, "A genetic programming model for bankruptcy prediction: Empirical evidence from Iran", Expert Systems with Applications. (to appear)
10. S. Sette, and L. Boullart, "Genetic programming: principles and applications", Engineering Applications of Artificial Intelligence, Vol .14, No.6, pp. 727-736, 2001.
11. S. Mabu, K. Hirasawa, and J. Hu, "A graph-based evolutionary algorithm: Genetic network programming and its extension using reinforcement learning", Evolutionary Computation, MIT Press, Vol .15, No.3, pp. 369-398, 2007.
12. Y. Chen, S. Mabu, K. Hirasawa, and J. Hu, "Genetic Network Programming with Sarsa Learning and Its Application to Creating Stock Trading Rules", In Proc. of the IEEE Congress on Evolutionary Computation 2007, pp. 220-227, 2007.
13. T. Eguchi, K. Hirasawa, J. Hu, and N. Ota, "Study of evolutionary multiagent models based on symbiosis", IEEE Trans. on Syst., Man and Cybern.B, Vol .36, No.1, pp. 179-193, 2006.
14. K. Hirasawa, T. Eguchi, J. Zhou, L. Yu, J. Hu, and S. Markon, "A Double-Deck Elevator Group Supervisory Control System Using Genetic Network Programming", IEEE Trans. on Syst., Man and Cybern.C, Vol .38, No.4, pp. 535-550, 2008.
15. D. E. Goldberg, Genetic Algorithm in search, optimization and machine learning, Addison-Wesley, 1989.
16. Y. Izumi, T. Yamaguchi, S. Mabu, K. Hirasawa, and J. Hu, "Trading Rules on the Stock Markets using Genetic Network Programming with Candlestick Chart", In Proc. of the IEEE Congress on Evolutionary Computation 2006, pp. 8531-8536, 2006.