Write , so . For ,whose volume isThus the pushforward intensity of isThe pushforward is locally finite and diffuse, so the radial volume transform of a homogeneous Poisson point process and the mapping theorem show that
Put . Part (i) identifies as the th arrival time of a ratePoisson process. Hence has the gamma densityThe change of variables , with , gives the kth-nearest-neighbour distance in a homogeneous Poisson point process:
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