DocumentCode :
1407778
Title :
Constrained Fuzzy Hierarchical Analysis for Portfolio Selection Under Higher Moments
Author :
Nguyen, Thi Thanh ; Gordon-Brown, Lee
Author_Institution :
Dept. of Econ. & Bus. Stat., Monash Univ., Clayton, VIC, Australia
Volume :
20
Issue :
4
fYear :
2012
Firstpage :
666
Lastpage :
682
Abstract :
Marginal impacts of assets on portfolio higher moments are characterized by triangular fuzzy numbers and then evaluated by fuzzy ranking procedures in order to assemble fuzzy reciprocal matrices that are needed for the constrained fuzzy analytic hierarchy process (AHP) methods. The proposed methodology increases the scope for emphasizing objective quantitative measures, thus alleviating the influence of subjective qualitative factors. Employing constrained fuzzy arithmetic during fuzzy AHP application produces greater precision and reliability compared with applications of the standard fuzzy arithmetic. By reference to higher moments, the investor is able to strategize portfolios so that there is a reduction not only in exposure to normal risk (i.e., volatility) but also to risk of asymmetry (skewness) and the risk of “fat tails” (kurtosis). The efficiency of the proposed approach is highlighted in the ability to handle investor preferences regarding higher moment risks. More optimal values for a particular risk can be obtained if that risk is of more concern. Moreover, in terms of obtaining portfolio diversification, the method is shown to be more useful than conventional optimization models.
Keywords :
decision making; fuzzy set theory; investment; optimisation; risk analysis; AHP; asymmetry risk; constrained fuzzy analytic hierarchy process methods; constrained fuzzy arithmetic; constrained fuzzy hierarchical analysis; fat tails risk; fuzzy ranking procedures; fuzzy reciprocal matrices; higher moment risks; investor preferences; optimization models; portfolio diversification; portfolio higher moments; portfolio selection; triangular fuzzy numbers; Context; Covariance matrix; Optimization; Portfolios; Resource management; Symmetric matrices; Vectors; Constrained fuzzy analytic hierarchy process (AHP); fuzzy numbers; higher moments; portfolio selection; risk management;
fLanguage :
English
Journal_Title :
Fuzzy Systems, IEEE Transactions on
Publisher :
ieee
ISSN :
1063-6706
Type :
jour
DOI :
10.1109/TFUZZ.2011.2181520
Filename :
6112209
Link To Document :
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