A whiskey formula is compositional data; ordinary independent-factor intuition cannot be applied without respecting the sum constraint.
NIST distinguishes mixture experiments from ordinary independent-factor experiments.
In a mixture experiment, the independent variables are nonnegative component proportions whose fractions must sum to one, so changing one proportion necessarily changes the feasible values of the others.
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What is a mixture design?
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