Generating robust investment strategies with agent-based co-evolutionary system

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 5103 LNCS, Issue PART 3, 2008, Pages 664-673

  Drezewski, Rafał ^a   Sepielak, Jan ^a   Siwik, Leszek ^a  

^a AGH UNIVERSITY OF SCIENCE AND TECHNOLOGY   (Poland)

Author keywords

[No Author keywords available]

Indexed keywords

EVOLUTIONARY ALGORITHMS; FINANCE; FINANCIAL DATA PROCESSING; INVESTMENTS; PLANNING; STRATEGIC PLANNING;

AGENT-BASED; CO-EVOLUTIONARY APPROACH; CO-EVOLUTIONARY SYSTEMS; COMPUTATIONAL SCIENCES; HEIDELBERG (CO); INTERNATIONAL CONFERENCES; INVESTMENT STRATEGIES;

AGENTS;

EID: 47749131989     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-69389-5_74     Document Type: Conference Paper

References (17)

1. Allen, F., Karjalainen, R.: Using genetic algorithms to find technical trading rules. Journal of Financial Economics 51(2), 245-271 (1999)
2. Bäck, T., Fogel, D., Michalewicz, Z.: Handbook of Evolutionary Computation. IOP Publishing and Oxford University Press (1997)
3. Dreżewski, R., Sepielak, J.: Evolutionary system for generating investment strategies. In: Giacobini, M. (ed.) EvoWorkshops 2008. LNCS, vol. 4974, pp. 83-92. Springer, Heidelberg (2008)
4. Dreżewski, R., Siwik, L.: Co-evolutionary multi-agent system for portfolio optimization. In: Brabazon, A., O'Neill, M. (eds.) Natural Computation in Computational Finance, pp. 273-303. Springer, Heidelberg (in print, 2008)
5. Historical stock data, http://www.parkiet.com/dane/dane_atxt.jsp
6. Kassicieh, S.K., Paez, T.L., Vora, G.: Investment decisions using genetic algorithms. In: Proceedings of the 30th Hawaii International Conference on System Sciences, vol. 5. IEEE Computer Society, Los Alamitos (1997)
7. Lintner, J.: The valuation of risk assets and the selection of risky investments in stock portfolios and capital budgets. Review of Economics and Statistics 47, 13-37 (1965)
8. Markowitz, H.: Portfolio selection. Journal of Finance 7(1), 77-91 (1952)
9. Markowitz, H.: The early history of portfolio theory: 1600-1960. Financial Analysts Journal 55(4), 5-16 (1999)
10. Pictet, O.V., Dacorogna, M.M., Dave, R.D., Chopard, B., Schirm, R., Tomassini, M.: Genetic algorithms with collective sharing for robust optimization in financial applications. Technical Report OVP. 1995-02-06, Olsen & Associates Research Institure for Applied Economics (1995)
11. Potter, M.A., De Jong, K.A.: Cooperative coevolution: An architecture for evolving coadapted subcomponents. Evolutionary Computation 8(1), 1-29 (2000)
12. Rom, B., Ferguson, K.: Post-modern portfolio theory comes of age. The Journal of Investing (Winter, 1993)
13. Ross, S.: The arbitrage theory of capital asset pricing. Journal of Economic Theory 13(3) (1976)
14. Sharpe, W.F.: Capital asset prices: A theory of market equilibrium under conditions of risk. Journal of Finance 19(3), 425-442 (1964)
15. Tobin, J.: Liquidity preference as behavior towards risk. The Review of Economic Studies 25, 65-86 (1958)
16. Treynor, J.: Towards a theory of market value of risky assets (unpublished manuscript, 1961)
17. Yin, X.: A fast genetic algorithm with sharing scheme using cluster analysis methods in multimodal function optimization. In: Forrest, S. (ed.) Proceedings of the Fifth International Conference on Genetic Algorithms. Morgan Kaufman, San Francisco (1993)