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首页> 外文期刊>IEEE Transactions on Fuzzy Systems >A Possibilistic Mean-Downside Risk-Skewness Model for Efficient Portfolio Selection
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A Possibilistic Mean-Downside Risk-Skewness Model for Efficient Portfolio Selection

机译:有效投资组合选择的可能性均值-下行风险偏度模型

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摘要

This paper presents a new possibilistic model for the portfolio selection problem. The uncertainty of future returns on a given portfolio is modeled using LR-fuzzy numbers. Some possibilistic moments are considered to measure the risk of and return on the investment. Since the joint possibility distribution of the returns on the assets is unknown, we consider the returns on a given portfolio as the historical dataset instead of considering the individual returns on the assets as the dataset. We introduce a coefficient of possibilistic skewness in order to incorporate a measurement of the asymmetry of the fuzzy return on a given portfolio. We solve the multi-objective optimization problems that are associated with the possibilistic mean-downside risk-skewness model by using an evolutionary procedure to generate efficient portfolios. The procedure provides different patterns of investment, whose portfolios meet the explicit restrictions imposed by the investor. Thus, from among the points in the efficient frontier, the investor may select a portfolio that optimizes an economically meaningful objective function. The performance of this approach is tested using a dataset of assets from the Spanish stock market.
机译:本文提出了一种新的投资组合选择模型。给定投资组合的未来收益的不确定性使用LR模糊数建模。考虑一些可能的时刻来衡量投资的风险和回报。由于资产收益的联合可能性分布未知,因此我们将给定投资组合的收益视为历史数据集,而不是将资产的单个收益视为数据集。为了引入对给定投资组合的模糊回报的不对称性的度量,我们引入了可能的偏度系数。我们通过使用进化过程来生成有效的投资组合,解决了与可能性均值-下行风险偏度模型相关的多目标优化问题。该程序提供了不同的投资方式,其投资组合符合投资者施加的明确限制。因此,投资者可以从有效边界中的各个点中选择优化经济意义上的目标函数的投资组合。使用西班牙股票市场的资产数据集测试了此方法的性能。

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