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making sense of 100's of funds

Davy wrote:
I broadly agree with what John and others have said on this but here is 
my two centavos and this is related to the other thread on Copula 
functions. We repeatedly see that the marginal distributions are 
non-normal and there is asymmetry in the returns. e.g. Markets tank 
together but go up in a de-correlated fashion that is not quite captured 
in a correlation estimate. {Also recall Correlation(Pearson's) is a 
linear measure of dependence}

So perhaps this is the sort of thing that is best modeled using Copula 
functions with non-Gaussian marginals. Someone with a little spare time 
could perhaps back-test the performance of risk models that use other 
measure of dependence besides correlation and see how they measure up.