Intensity function of a spatial point process

Consider the planar region \(A\) as a position range represented by a variable \(x\).

For a spatial point process we can define an intensity function that depends on \(x\):

\[\lambda(x) = \frac{E[N(x)]}{|x|}\]

So \(\lambda(x)\) now varies through space.