Local-dependence (PD) profile for \(X^1\)

The LD profile for \(X^1\) and any \(z \in [-1,1]\) is given by

\[\begin{equation} g_{LD}^{1}(z) = z \cdot (z+1) \end{equation}\]

To average of predictions over the conditional distribution.