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Fireworks algorithm for mean-VaR/CVaR models.

Authors :
Zhang, Tingting
Liu, Zhifeng
Source :
Physica A. Oct2017, Vol. 483, p1-8. 8p.
Publication Year :
2017

Abstract

Intelligent algorithms have been widely applied to portfolio optimization problems. In this paper, we introduce a novel intelligent algorithm, named fireworks algorithm, to solve the mean-VaR/CVaR model for the first time. The results show that, compared with the classical genetic algorithm, fireworks algorithm not only improves the optimization accuracy and the optimization speed, but also makes the optimal solution more stable. We repeat our experiments at different confidence levels and different degrees of risk aversion, and the results are robust. It suggests that fireworks algorithm has more advantages than genetic algorithm in solving the portfolio optimization problem, and it is feasible and promising to apply it into this field. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
03784371
Volume :
483
Database :
Academic Search Index
Journal :
Physica A
Publication Type :
Academic Journal
Accession number :
123443354
Full Text :
https://doi.org/10.1016/j.physa.2017.04.036