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Fannie. · 2024年04月27日

是否可以这样理解?

NO.PZ2021101401000010

问题如下:

Yuen and Ruckey design a Benchmark Portfolio (A) and a Risk Parity Portfolio (B), and then run two simulation methods (the historical simulation and Monte Carlo simulation) to generate investment performance data based on the underlying nine factor portfolios.

Yuen and Ruckey discuss the differences between the two simulation methods. During the process, Yuen expresses a number of concerns:

Concern 1: Returns from six of the nine factors are correlated.

To address Concern 1 when designing Monte Carlo simulation, Yuen should:

选项:

A.

model each factor or asset on a standalone basis.

B.

calculate the 15 covariance matrix elements needed to calibrate the model.

C.

specify a multivariate distribution rather than modeling each factor or asset on a standalone basis.

解释:

C is correct. Under Monte Carlo simulation, the returns of Portfolios A and B are driven by the returns of the nine underlying factor portfolios (based on nine common growth factors). In the case of asset or factor allocation strategies, the returns from six of the nine factors are correlated, and therefore it is necessary to specify a multivariate distribution rather than modeling each factor or asset on a standalone basis.

A is incorrect. The returns of six of the nine factors are correlated, which means specifying a multivariate distribution rather than modeling each factor or asset on a standalone basis.

B is incorrect because the analyst should calculate the elements of the covariance matrix for all factors, not only the correlated factors. Doing so entails calculating 36, not 15, elements of the covariance matrix. Monte Carlo simulation uses the factor allocation strategies for Portfolios A and B for the nine factor portfolios, the returns of which are correlated, which means specifying a multivariate distribution. To calibrate the model, a few key parameters need to be calculated: the mean, the standard deviation, and the covariance matrix. For 9 assets, we need to estimate 9 mean returns, 9 standard deviations, and the elements of the covariance matrix is 9×(91)2=36\frac{9\times(9-1)}{2}=36

Assuming just the 6 correlated assets, the calculation is 6×(61)2=15\frac{6\times(6-1)}{2}=15

虽然给了9个factor中有6个returns相关,但并不知道哪六个。所以在计算的时候需要计算所有9个factor之间两两的covariance?所以是 9×8/2 = 36 。

有没有哪些情况是会需要选答案 6×5/2 = 15 的?

1 个答案

品职助教_七七 · 2024年04月28日

嗨,努力学习的PZer你好:


只要是有9个factor,对应的covariance数量就是9C2,即9个里面任意两个组合。和知不知道哪六个,彼此之间有没有相关性都没有关系。只有36一种可能,没有15的可能。

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虽然现在很辛苦,但努力过的感觉真的很好,加油!

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