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.