Example with interactions

If we have the next function:

f(X1,X2)=(X1+1)X2

  • X1 and X2 are uniformly distributed over the interval [1,1]
  • X1 and X2 are perfectly correlated, i.e., X2=X1.
  • The sum of the 8 observed values is equal to 0.
i 1 2 3 4 5 6 7 8
X1 -1 -0.71 -0.43 -0.14 0.14 0.43 0.71 1
X2 -1 -0.71 -0.43 -0.14 0.14 0.43 0.71 1
y 0 -0.2059 -0.2451 -0.1204 0.1596 0.6149 1.2141 2