The problem I am trying to solve is modeling the # of coffee shops in a city as a spatial Poisson Process. I found the expected value from any given point to the nearest coffee shop to be $\frac{1}{2\sqrt\lambda}$, but I am also being asked what the expected distance between any store and the nearest other store.
I suspect these will be the same due to either the independent or stationary increments property of a Poisson Process, but am struggling to show why.