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Dynamic portfolio optimization under multi-factor model in stochastic markets

机译:随机市场中多因素模型下的动态投资组合优化

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We consider the modeling and solution of the multi-period portfolio selection problem in stochastic markets with bankruptcy risk control. This research differs from current results in the following ways: rather than in terms of return moments, the stochastic evolution of the market is directly described in terms of investment returns by a finite-state Markov chain; the multi-factor model is initially introduced in the modeling process to better control bankruptcy risk and to cope with large-scale portfolio selection problems; the stable distributions are adopted to describe factors' fluctuations to properly reflect the return distribution characteristics of risky assets; the bankruptcy risk in each period is flexibly controlled by utilizing the properties of the multi-factor model and restricting the portfolio loss caused by each factor; a specific bi-level programming method is proposed to find the analytical investment strategy; the practical significance and good performance of the stage-wise investment decision, when not optimal, are verified. Empirical results are finally provided to illustrate the suitability and practical performance of the new model and the derived explicit investment strategy.
机译:我们考虑了具有破产风险控制的随机市场中多期间投资组合选择问题的建模和解决方案。这项研究与当前的结果在以下方面有所不同:而不是根据回报时刻,市场的随机演变是通过有限状态马尔可夫链直接根据投资回报来描述的;在建模过程中首先引入了多因素模型,以更好地控制破产风险并应对大规模的投资组合选择问题;采用稳定的分布来描述因素的波动,以正确反映风险资产的收益分布特征。利用多因素模型的性质,限制每个因素造成的投资组合损失,可以灵活控制每个时期的破产风险;提出了一种具体的双层规划方法来寻找分析投资策略。如果不是最优的,阶段性投资决策的实际意义和良好表现将得到验证。最后提供了经验结果,以说明新模型和导出的明确投资策略的适用性和实际性能。

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