混合投资组合中具有风险条件值的风险宇称的数值逼近应用

Denis Veliu
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引用次数: 0

摘要

2008年金融危机对投资组合多元化提出了新的要求。同年,Maillard, Roncalli和Teiletche(2008)提出了一种最大化多样化的方法,称为风险均等或等加权风险贡献策略。使用风险平价方法最常见的方法是使用标准偏差作为风险度量。在本文中,我们描述了一种将风险平价应用于预期缺口或也称为风险条件值的方法,该方法使用离散历史观测的数值近似。预期的不足可以利用作为一个连贯度量的优势,不要忘记它也是一个凸度量,这在优化中非常有用。另一个优点是,风险平价方法不需要将预期收益的估计作为输入。通常,要求预期收益的模型,如马科维茨模型,在较少数量的资产中具有较高的集中度。这将带来非常高的人员流动率和业绩下降。本文的绩效分析应用于由股票、债券和商品组成的混合投资组合。它们还表明,在危机情况下,这种模式表现得如何更好。我们不仅确定了这些模型的优点,而且还确定了这些模型的缺点。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Numerical approximation in the application of Risk Parity with Conditional Value at Risk in case of mixed portfolios
Abstract The 2008 financial crisis has required new methods for portfolios diversification. In the same year, Maillard, Roncalli and Teiletche (2008) suggested a method that maximizes the diversification which is called Risk Parity or Equally weighted Risk Contribution strategy. The most common method to use the Risk Parity approach is to use the standard deviation as risk measure. In this paper, we describe a method to apply Risk Parity to the Expected shortfall or also known as Conditional Value at Risk using a numerical approximation from discrete historical observation. The expected shortfall can use the advantage of being a coherent measure, not to forget that it is also a convex measure, which is very useful in the optimization. Another advantage is that the Risk Parity approach doesn’t need the estimation of the expected return as an input. Usually, the models that require the expected returns, such as the Markowitz, model have higher concentration in a smaller number of assets. This will bring a very high turnover and drawdown of the performance. The performance analysis in this paper is applied in mixed portfolios composed by stock, bonds and commodities. They show also how better this model performs in case of the crisis. We also identify not only the strong points but also the week points of these models.
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