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Particle swarm optimization algorithm for option pricing: extended abstract

Published: 07 July 2010 Publication History

Abstract

In this paper we design, develop and implement a sequential Particle swarm optimization based option pricing algorithm. The proposed algorithm is applicable for both European and American option.

References

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F. S. Black and M. S. Scholes. The pricing of options and corporate liabilities. Journal of Political Economy, 81:637--654, January 1973.
[2]
M. Dorigo, V. Maniezzo, and A. Colorni. Ant system-optimization by a colony of cooperating agents. IEEE Transactions on Systems, Man and Cybernetics, 26:29--41, February 1996.
[3]
G. K. Jha, P. Thulasiraman, and R. K. Thulasiram. PSO based neural network for time series forecasting. In Proceedings of IEEE International Joint Conference on Neural Networks, pages 1422--1427, June 2009.
[4]
J. Kennedy and R. Eberhart. Particle swarm optimization. In Proceedings of the IEEE International Conference on Neural Networks, pages 1942--1958, March 1995.
[5]
S. Kumar, R. K. Thulasiram, and P. Thulasiraman. A bioinspired algorithm to price options. In ACM Proc. of the C* Conference on Computer Science and Software Engienering, pages 11--22, Montreal, May 2008.
[6]
S. Lee, J. Lee, D. Shim, and M. Jeon. Binary particle swarm optimization for balck-scholes option pricing. Springer LNCS, 4692:85--92, 2007.
[7]
Z. Yin, A. Brabazon, and C. O'Sullivan. Adaptive genetic programming for option pricing. In GECCO, pages 2588--2594, London, England, UK, 2007.

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      cover image ACM Conferences
      GECCO '10: Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
      July 2010
      1496 pages
      ISBN:9781450300735
      DOI:10.1145/1830761

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      Association for Computing Machinery

      New York, NY, United States

      Publication History

      Published: 07 July 2010

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      Author Tags

      1. financial option pricing
      2. particle swarm

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