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arxiv: 1609.08137 · v1 · pith:UTHJMGLNnew · submitted 2016-09-26 · 💻 cs.IT · math.IT

Nearest-Neighbor and Contact Distance Distributions for Thomas Cluster Process

classification 💻 cs.IT math.IT
keywords distancepointclusterprocesschosencontactdistributionnearest-neighbor
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We characterize the statistics of nearest-neighbor and contact distance distributions for Thomas cluster process (TCP), which is a special case of Poisson cluster process. In particular, we derive the cumulative distribution function (CDF) of the distance to the nearest point of TCP from a reference point for three different cases: (i) reference point is not a part of the point process, (ii) it is chosen uniformly at random from the TCP, and (iii) it is a randomly chosen point from a cluster chosen uniformly at random from the TCP. While the first corresponds to the contact distance distribution, the other two provide two different viewpoints for the nearest-neighbor distance distribution.

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