A fuzzy hybrid integrated framework for portfolio optimization in private banking

作者:Ferreira Luciano*; Borenstein Denis; Righi Marcelo Brutti; de Almeida Filho Adiel Teixeira
来源:Expert Systems with Applications, 2018, 92: 350-362.
DOI:10.1016/j.eswa.2017.09.055

摘要

Decision-making processes in private banking must comply with standards for risk management and transparency enforced by banking regulations. Therefore, investors must be supported throughout a risk informed decision process. This paper contributes to the literature by presenting a hybrid integrated framework that considers personal features of the investor and additional characteristics imposed by regulations, for which linguistic evaluations are used with regard to risk exposure. The proposed approach for personal investment portfolios considers legal aspects and investor's preferences as an input to the novel fuzzy multiple-attribute decision making approach for sorting problems proposed in this paper, called FTOPSIS-Class. Then, the next step of the proposed framework uses the sorting results for a fuzzy multi-objective optimization model that considers the risk and return associated with the investor's profile over three objectives. The contributions of this paper are illustrated and validated by using a numerical application in line with a new trend for modern portfolio theory which enables a real world investor's characteristics to be considered throughout the decision-making process.

  • 出版日期2018-2