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Multi-period portfolio selection problem under uncertain environment with bankruptcy constraint

机译:具有破产约束的不确定环境下的多期投资组合选择问题

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HighlightsA multi-period uncertain portfolio selection problem is discussed.A new method is presented for modeling the multi-period uncertain portfolio selection problem.A deterministic transformation method is proposed for solving problem.AbstractThe complexity of financial markets leads to different types of indeterminate asset returns. For example, asset returns are considered as random variables, when the available data is enough. When the available data is too small or even no available data to estimate a probability distribution, we have to invite some domain experts to evaluate the belief degrees of asset returns. Then, asset returns can be described as uncertain variables. In this paper, we discuss a multi-period portfolio selection problem under uncertain environment, which maximizes the final wealth and minimizes the risk of investment. Unlike the common method to describe the multi-period portfolio selection problem as a bi-objective optimization model, we formulate this uncertain multi-period portfolio selection problem by a new method in three steps with two single objective optimization models. And, we consider the influence of transaction cost and bankruptcy of investor. Then, the proposed uncertain optimization models are transformed into the corresponding crisp optimization models and we use the genetic algorithm combined with penalty function method to solve them. Finally, a numerical example is given to show the effectiveness and practicability of proposed models and method.
机译: 突出显示 讨论了多期不确定的投资组合选择问题。 提出了一种用于建模多期不确定投资组合选择问题的新方法。 A提出了确定性的变换方法来解决问题。 摘要 金融市场的复杂性导致不确定类型的资产收益。例如,当可用数据足够时,资产收益被视为随机变量。当可用数据太少或什至没有可用数据来估计概率分布时,我们必须邀请一些领域专家来评估资产收益的置信度。然后,资产收益可以描述为不确定变量。在本文中,我们讨论了不确定环境下的多期投资组合选择问题,该问题使最终财富最大化,并使投资风险最小化。与将多时期投资组合选择问题描述为双目标优化模型的通用方法不同,我们通过一种新方法用两个单一目标优化模型分三步来表达这种不确定的多时期投资组合选择问题。并且,我们考虑了交易成本和投资者破产的影响。然后,将提出的不确定性优化模型转化为相应的明晰优化模型,并结合遗传算法和罚函数法对其进行求解。最后,通过算例说明了所提模型和方法的有效性和实用性。

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