考虑交易费用的二阶随机占优投资组合风险控制模型
Portfolio Model of Risk Management with Second Order Stochastic Dominant Constraints and Transaction Costs
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摘要: 本文通过引入交易费用函数,建立了一个更符合实际的带有二阶随机占优约束的投资组合风险控制模型.该模型不需要对投资者的效用函数和风险资产收益的分布作任何假设,就可以确保风险厌恶投资者所做的选择都会随机占优于一个基准值,从而可以规避高风险投资.针对优化模型的求解,设计了一种光滑化样本平均值近似罚函数方法,理论上证明了光滑化罚问题与原问题的等价性. 数值结果验证了模型和算法的有效性.Abstract: In this paper, we introduced a transaction costs function and established a portfolio model of risk management with second stochastic dominance constraints. This model does not need to make any assumptions about the utility function of the investors and the distribution of the risk assets income, and it can ensure that the choices of the risk-averse investor can be randomly better than a reference value, so it can avoid the high risk investment. We provide a smoothing penalty sample average approximation method for solving this optimization problem. We prove that the smoothing penalty problem is equivalent to the original problem. Numerical results prove that the model and the method are efficient.