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Asymptotics of multivariate conditional risk measures for Gaussian risks

机译:高斯风险的多元条件风险度量的渐近性

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摘要

This paper investigates accurate approximations of marginal moment excess, marginal conditional tail moment and marginal moment shortfall for multivariate Gaussian system risks. Based on the dimension reduction property via the quadratic programming problem, the super-exponential and polynomial convergence speeds are specified. Two interesting questions involved in risk management are well addressed, namely the minimal additional risk capital injection to avoid infinite risk contagion and a sufficient and necessary condition to alternate the convergence speeds. Numerical study and typical examples are given to illustrate the efficiency of our findings. Due to the flexible moment order, additional applications may involve in risk management, including tail mean-variance portfolio and multivariate conditional risk measures of tail covariance, tail skewness with dependence and extremal risk contagion under consideration. (C) 2019 Elsevier B.V. All rights reserved.
机译:本文研究了多元高斯系统风险的边际矩超额,边际条件尾部矩和边际矩短缺的准确近似值。基于通过二次规划问题的降维特性,指定了超指数和多项式收敛速度。很好地解决了风险管理中涉及的两个有趣的问题,即避免风险无限蔓延的最小额外风险资本注入以及交替收敛速度的充分必要条件。数值研究和典型例子说明了我们的发现的有效性。由于弯矩顺序灵活,风险管理中还可能涉及其他应用程序,包括尾部均方差投资组合和尾部协方差,具有依赖性的尾部偏度和正在考虑的极端风险传染的多元条件风险度量。 (C)2019 Elsevier B.V.保留所有权利。

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