Taking the correlation of vectors with a constrained, fixed sum (say, a simplex, where sum is always 1) will induce spurious negative correlations, since increasing one element always means decreasing some combination of the others. Is there a canonical approach to dealing with this? What options are available for investigating the correlation of this type of data?