TY - JOUR
T1 - A multiobjective credibilistic portfolio selection model. Empirical study in the latin american integrated market
AU - García, Fernando
AU - González-Bueno, Jairo
AU - Guijarro, Francisco
AU - Oliver, Javier
N1 - Publisher Copyright:
© 2020 by author(s) and VsI Entrepreneurship and Sustainability Center.
PY - 2020/12
Y1 - 2020/12
N2 - This paper extends the stochastic mean-semivariance model to a fuzzy multiobjective model, where apart from return and risk, also liquidity is considered to measure the performance of a portfolio. Uncertainty of future return and liquidity of each asset are modeled using L-R type fuzzy numbers that belong to the power reference function family. The decision process of this novel approach takes into account not only the multidimensional nature of the portfolio selection problem but also realistic constraints by investors. Particularly, it optimizes the expected return, the semivariance and the expected liquidity of a given portfolio, considering cardinality constraint and upper and lower bound constraints. The constrained portfolio optimization problem resulting is solved using the algorithm NSGA-II. As a novelty, in order to select the optimal portfolio, this study defines the credibilistic Sortino ratio as the ratio between the credibilistic risk premium and the credibilistic semivariance. An empirical study is included to show the effectiveness and efficiency of the model in practical applications using a data set of assets from the Latin American Integrated Market.
AB - This paper extends the stochastic mean-semivariance model to a fuzzy multiobjective model, where apart from return and risk, also liquidity is considered to measure the performance of a portfolio. Uncertainty of future return and liquidity of each asset are modeled using L-R type fuzzy numbers that belong to the power reference function family. The decision process of this novel approach takes into account not only the multidimensional nature of the portfolio selection problem but also realistic constraints by investors. Particularly, it optimizes the expected return, the semivariance and the expected liquidity of a given portfolio, considering cardinality constraint and upper and lower bound constraints. The constrained portfolio optimization problem resulting is solved using the algorithm NSGA-II. As a novelty, in order to select the optimal portfolio, this study defines the credibilistic Sortino ratio as the ratio between the credibilistic risk premium and the credibilistic semivariance. An empirical study is included to show the effectiveness and efficiency of the model in practical applications using a data set of assets from the Latin American Integrated Market.
KW - Credibility theory
KW - Emerging financial markets
KW - Evolutionary multiobjective optimization
KW - Fuzzy portfolio selection
KW - L-R Fuzzy numbers
KW - Mean-Semivariance-Liquidity
UR - http://www.scopus.com/inward/record.url?scp=85097007568&partnerID=8YFLogxK
U2 - 10.9770/jesi.2020.8.2(62)
DO - 10.9770/jesi.2020.8.2(62)
M3 - Artículo Científico
AN - SCOPUS:85097007568
SN - 2345-0282
VL - 8
SP - 1027
EP - 1046
JO - Entrepreneurship and Sustainability Issues
JF - Entrepreneurship and Sustainability Issues
IS - 2
ER -