TY - GEN
T1 - Fuzzy multi-objective portfolio selection model with transaction costs
AU - Zhang, Yang
AU - Li, Xiang
AU - Wong, Hau San
AU - Tan, Lirong
PY - 2009
Y1 - 2009
N2 - Within the framework of credibility theory, several fuzzy portfolio selection models have been researched such as mean-variance model, chance constrained programming model, entropy optimization model and so on. However, all of them are proposed in the forms of single-objective programming, and there is no investigation on the transaction costs between the new portfolio and the existing one. In this paper, a fuzzy multi-objective mean-variance-skewness model with transaction costs is presented. In order to solve this model, a hybrid intelligent algorithm is designed by integrating simulated annealing algorithm, relevance vector machine and fuzzy simulation techniques, where the relevance vector machine is used to approximate the expected value, variance and skewness of portfolio returns and the fuzzy simulation is used to generate the training data for relevance vector machine.
AB - Within the framework of credibility theory, several fuzzy portfolio selection models have been researched such as mean-variance model, chance constrained programming model, entropy optimization model and so on. However, all of them are proposed in the forms of single-objective programming, and there is no investigation on the transaction costs between the new portfolio and the existing one. In this paper, a fuzzy multi-objective mean-variance-skewness model with transaction costs is presented. In order to solve this model, a hybrid intelligent algorithm is designed by integrating simulated annealing algorithm, relevance vector machine and fuzzy simulation techniques, where the relevance vector machine is used to approximate the expected value, variance and skewness of portfolio returns and the fuzzy simulation is used to generate the training data for relevance vector machine.
UR - https://www.scopus.com/pages/publications/71249093879
U2 - 10.1109/FUZZY.2009.5277135
DO - 10.1109/FUZZY.2009.5277135
M3 - Conference contribution
AN - SCOPUS:71249093879
SN - 9781424435975
T3 - IEEE International Conference on Fuzzy Systems
SP - 273
EP - 278
BT - 2009 IEEE International Conference on Fuzzy Systems - Proceedings
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 18th IEEE International Conference on Fuzzy Systems, FUZZ-IEEE 2009
Y2 - 20 August 2009 through 24 August 2009
ER -