What is the canonical method for dealing with missing values?

Suppose f(x,y) returns None for some (x,y) pairs (unknown until evaluation). I don't like the idea of setting the return to some small value as this may create local maxima in the solution space.

So any of the scipy packages deal with this?

Mathew