posteriorFeasibility {BLCOP}R Documentation

Calculate the "feasibility" of the (Black-Litterman) posterior mean

Description

Attilio Meucci and Gianluca Fusai have suggested using the Mahalanobis distance to assess the feasibility of a set of Black-Litterman views. This function calculates this distance, along with a "feasibility" measure based on this distance and the sensitivity of the measure to changes in the "q" vector.

Usage

posteriorFeasibility(result)

Arguments

result

An object of class BLResult

Details

The feasibility measure proposed by Meucci and Fusai (see the references below) is 1 - F(m), where m is the Mahalanobis distance from from the prior mean calculated with respect to the prior distribution. F is the chi-squared CDF of n-degrees of freedom, where n is the number assets in one's universe. It should be noted that in Meucci and Fusai's paper, a version of Black-Litterman is used in which the tau parameter is always set to 1.

Value

mahalDist

Mahalonobis distance of posterior mean vector from prior mean

mahalDistProb

1 - F(mahalDist), where F is the CDF of the Chi-squared distribution with n = \#assets degrees of freedom

sensitivities

Derivatives of mahalDistProb with respect to the elements of the "q" vector in the set of views. Not yet implemented

Warning

It is not clear that the results produced by this routine are entirely sensible, though the calculation is very straightforward and seems to match the one discussed in the source paper. Use with caution.

Author(s)

Francisco Gochez <fgochez@mango-solutions.com>

References

Fusai, Gianluca and Meucci, Attilio. "Assessing Views", 2002. http://www.symmys.com/AttilioMeucci/Research/PublFinance/PublFinance.html

Examples

    pickMatrix <- matrix(c(rep(1/2, 2), -1,  rep(0, 3)), nrow = 1, ncol = 6 )
    views <- BLViews(P = pickMatrix, q = 0.08,confidences =  100, 
	                 assetNames = colnames(monthlyReturns))
    marketPosterior <- BLPosterior(monthlyReturns, views, marketIndex = sp500Returns, 
        riskFree = US13wTB)
    posteriorFeasibility(marketPosterior)

[Package BLCOP version 0.3.3 Index]