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This letter provides exact characterization of the contact and nearest-neighbor distance distributions for the n dimensional (n-D) Matern cluster process (MCP). We also provide novel upper and lower bounds to these distributions in order to…

信息论 · 计算机科学 2019-12-06 Kaushlendra Pandey , Harpreet S. Dhillon , Abhishek K. Gupta

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)…

信息论 · 计算机科学 2016-09-27 Mehrnaz Afshang , Chiranjib Saha , Harpreet S. Dhillon

In this letter, we derive the CDF (cumulative distribution function) of $k$th contact distance (CD) and nearest neighbor distance (NND) of the $n$-dimensional ($n$-D) Mat\'ern cluster process (MCP). We present a new approach based on the…

信息论 · 计算机科学 2020-07-31 Kaushlendra Pandey , Abhishek K. Gupta

Inspired by recent applications of point processes to biological nanonetworks, this paper presents a novel variant of a Mat\'ern cluster process (MCP) in which the points located within a certain distance from the cluster centers are…

信息论 · 计算机科学 2022-10-13 Seyed Mohammad Azimi-Abarghouyi , Harpreet S. Dhillon

In this paper we present an analytic framework for formulating the statistical distribution of the nearest neighbour distance in hard-core point processes. We apply this framework to Mat\'{e}rn hard-core point process (MHC) to derive the…

信息论 · 计算机科学 2016-06-14 Akram Al-Hourani , Robin J. Evans , Sithamparanathan Kandeepan

This letter characterizes the statistics of the contact distance and the nearest neighbor (NN) distance for binomial point processes (BPP) spatially-distributed on spherical surfaces. We consider a setup of $n$ concentric spheres, with each…

信息论 · 计算机科学 2020-08-25 Anna Talgat , Mustafa A. Kishk , Mohamed-Slim Alouini

This paper investigates the performance of millimeter wave (mmWave) communications in clustered device-to-device (D2D) networks. The locations of D2D transceivers are modeled as a Poisson Cluster Process (PCP). In each cluster, devices are…

信息论 · 计算机科学 2018-07-16 Wenqiang Yi , Yuanwei Liu , Arumugam Nallanathan

Cooperation in cellular networks has been recently suggested as a promising scheme to improve system performance. In this work, clusters are formed based on the Mutually Nearest Neighbour relation, which defines which stations cooperate in…

网络与互联网体系结构 · 计算机科学 2017-02-08 Luis David Alvarez Corrales , Anastasios Giovanidis , Philippe Martins

Owing to its flexibility in modeling real-world spatial configurations of users and base stations (BSs), the Poisson cluster process (PCP) has recently emerged as an appealing way to model and analyze heterogeneous cellular networks…

信息论 · 计算机科学 2018-12-06 Chiranjib Saha , Harpreet S. Dhillon , Naoto Miyoshi , Jeffrey G. Andrews

In this paper, we consider a Cox point process driven by the Manhattan Poisson line process. We calculate the exact cumulative distribution function (CDF) of the path distance (L1 norm) between a randomly selected intersection and the…

网络与互联网体系结构 · 计算机科学 2021-01-18 Konstantinos Koufos , Harpreet S. Dhillon , Mehrdad Dianati , Carl P. Dettmann

In this paper, we investigate the cumulative distribution function (CDF) of the aggregate interference in carrier sensing multiple access/collision avoidance (CSMA/CA) networks measured at an arbitrary time and position. We assume that…

网络与互联网体系结构 · 计算机科学 2015-12-25 June Hwang , Jinho Choi , Riku Jantti , Seong-Lyun Kim

The use of summary statistics beyond the two-point correlation function to analyze the non-Gaussian clustering on small scales is an active field of research in cosmology. In this paper, we explore a set of new summary statistics -- the…

宇宙学与河外天体物理 · 物理学 2021-02-03 Arka Banerjee , Tom Abel

The homogeneous poisson point process (PPP) is widely used to model temporal, spatial or both topologies of base stations (BSs) and mobile terminals (MTs). However, negative spatial correlation in BSs, due to strategical deployments, and…

Cooperation in cellular networks is a promising scheme to improve system performance. Existing works consider that a user dynamically chooses the stations that cooperate for his/her service, but such assumption often has practical…

网络与互联网体系结构 · 计算机科学 2016-11-09 Luis David Alvarez Corrales , Anastasios Giovanidis , Philippe Martins , Laurent Decreusefond

In the analysis of large random wireless networks, the underlying node distribution is almost ubiquitously assumed to be the homogeneous Poisson point process. In this paper, the node locations are assumed to form a Poisson clustered…

信息论 · 计算机科学 2010-10-11 RadhaKrishna Ganti , Martin Haenggi

The one-dimensional contact process is analyzed by a cluster approximation. In this approach, the hierarchy of rate equations for the densities of finite length empty intervals are truncated under the assumption that adjacent intervals are…

凝聚态物理 · 物理学 2009-10-22 E. Ben-Naim , P. L. Krapivsky

In this letter, we derive new lower bounds on the cumulative distribution function (CDF) of the contact distance in the Poisson Hole Process (PHP) for two cases: (i) reference point is selected uniformly at random from $\mathbb{R}^2$…

信息论 · 计算机科学 2017-05-09 Mustafa A. Kishk , Harpreet S. Dhillon

This paper develops a stochastic geometry-based approach for the modeling and analysis of single- and multi-cluster wireless networks. We first define finite homogeneous Poisson point processes to model the number and locations of the…

Distances to the $k$-nearest-neighbor ($k$NN) data points from volume-filling query points are a sensitive probe of spatial clustering. Here we present the first application of $k$NN summary statistics to observational clustering…

宇宙学与河外天体物理 · 物理学 2022-06-27 Yunchong Wang , Arka Banerjee , Tom Abel , .

Cross-correlations between datasets are used in many different contexts in cosmological analyses. Recently, $k$-Nearest Neighbor Cumulative Distribution Functions ($k{\rm NN}$-${\rm CDF}$) were shown to be sensitive probes of cosmological…

宇宙学与河外天体物理 · 物理学 2021-04-28 Arka Banerjee , Tom Abel
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