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In this paper, we study the connectivity of a one-dimensional soft random geometric graph (RGG). The graph is generated by placing points at random on a bounded line segment and connecting pairs of points with a probability that depends on…

概率论 · 数学 2021-01-04 Michael Wilsher , Carl P. Dettmann , Ayalvadi Ganesh

We study the richness of the ensemble of graphical structures (i.e., unlabeled graphs) of the one-dimensional random geometric graph model defined by $n$ nodes randomly scattered in $[0,1]$ that connect if they are within the connection…

信息论 · 计算机科学 2022-06-24 Mihai-Alin Badiu , Justin P. Coon

When studying networks using random graph models, one is sometimes faced with situations where the notion of adjacency between nodes reflects multiple constraints. Traditional random graph models are insufficient to handle such situations.…

信息论 · 计算机科学 2008-09-10 N. Prasanth Anthapadmanabhan , Armand M. Makowski

Random geometric graphs consist of randomly distributed nodes (points), with pairs of nodes within a given mutual distance linked. In the usual model the distribution of nodes is uniform on a square, and in the limit of infinitely many…

无序系统与神经网络 · 物理学 2018-09-27 Carl P. Dettmann

Connectivity is one of the most fundamental properties of wireless multi-hop networks. A network is said to be connected if there is a path between any pair of nodes. A convenient way to study the connectivity of a random network is by…

信息论 · 计算机科学 2012-10-08 Guoqiang Mao , Brian DO Anderson

Random geometric graphs result from taking $n$ uniformly distributed points in the unit cube, $[0,1]^d$, and connecting two points if their Euclidean distance is at most $r$, for some prescribed $r$. We show that monotone properties for…

概率论 · 数学 2007-05-23 Ashish Goel , Sanatan Rai , Bhaskar Krishnamachari

Let $G_n$ be a random geometric graph with vertex set $[n]$ based on $n$ i.i.d.\ random vectors $X_1,\ldots,X_n$ drawn from an unknown density $f$ on $\R^d$. An edge $(i,j)$ is present when $\|X_i -X_j\| \le r_n$, for a given threshold…

机器学习 · 统计学 2023-11-23 Caelan Atamanchuk , Luc Devroye , Gabor Lugosi

In a random key graph (RKG) of $n$ nodes each node is randomly assigned a key ring of $K_n$ cryptographic keys from a pool of $P_n$ keys. Two nodes can communicate directly if they have at least one common key in their key rings. We assume…

信息论 · 计算机科学 2013-05-03 B. Santhana Krishnan , Ayalvadi Ganesh , D. Manjunath

Consider a network where all nodes are distributed on a unit square following a Poisson distribution with known density $\rho$ and a pair of nodes separated by an Euclidean distance $x$ are directly connected with probability…

网络与互联网体系结构 · 计算机科学 2010-12-30 Guoqiang Mao , Brian DO Anderson

Random geometric graphs (RGGs) are commonly used to model networked systems that depend on the underlying spatial embedding. We concern ourselves with the probability distribution of an RGG, which is crucial for studying its random…

信息论 · 计算机科学 2018-01-16 Mihai-Alin Badiu , Justin P. Coon

A \emph{uniform random intersection graph} $G(n,m,k)$ is a random graph constructed as follows. Label each of $n$ nodes by a randomly chosen set of $k$ distinct colours taken from some finite set of possible colours of size $m$. Nodes are…

组合数学 · 数学 2008-12-03 Simon R. Blackburn , Stefanie Gerke

Consider a graph on $n$ uniform random points in the unit square, each pair being connected by an edge with probability $p$ if the inter-point distance is at most $r$. We show that as $n\to\infty$ the probability of full connectivity is…

概率论 · 数学 2016-04-07 Mathew D. Penrose

A random geometric graph, $G(n,r)$, is formed by choosing $n$ points independently and uniformly at random in a unit square; two points are connected by a straight-line edge if they are at Euclidean distance at most $r$. For a given…

离散数学 · 计算机科学 2018-10-01 Ahmad Biniaz , Evangelos Kranakis , Anil Maheshwari , Michiel Smid

Random K-out graphs are used in several applications including modeling by sensor networks secured by the random pairwise key predistribution scheme, and payment channel networks. The random K-out graph with $n$ nodes is constructed as…

信息论 · 计算机科学 2022-10-12 Mansi Sood , Osman Yagan

The unit ball random geometric graph $G=G^d_p(\lambda,n)$ has as its vertices $n$ points distributed independently and uniformly in the $d$-dimensional unit ball, with two vertices adjacent if and only if their $l_p$-distance is at most…

组合数学 · 数学 2011-10-05 Robert B. Ellis , Jeremy L. Martin , Catherine Yan

We study the intersection of a random geometric graph with an Erd\H{o}s-R\'enyi graph. Specifically, we generate the random geometric graph $G(n, r)$ by choosing $n$ points uniformly at random from $D=[0, 1]^2$ and joining any two points…

组合数学 · 数学 2024-11-08 Patrick Bennett , Alan Frieze , Wesley Pegden

In this paper we study the one dimensional random geometric graph when the location of the nodes are independent and exponentially distributed. We derive exact results and the limit theorems for the connectivity and other properties…

概率论 · 数学 2007-05-23 Bhupendra Gupta , Srikanth K. Iyer , D. Manjunath

A significant generalization of the Erd\"os-R\'enyi random graph model is an `inhomogeneous' random graph where the edge probabilities vary according to vertex types. We identify the threshold value for this random graph with a finite…

概率论 · 数学 2024-11-06 Hamin Jung

We study the number of isolated nodes in a soft random geometric graph whose vertices constitute a Poisson process on the torus of length L (the line segment [0,L] with periodic boundary conditions), and where an edge is present between two…

概率论 · 数学 2022-10-21 Michael Wilsher , Carl Dettmann , Ayalvadi Ganesh

For connectivity of \emph{random geometric graphs}, where there is no density for underlying distribution of the vertices, we consider $n$ i.i.d. \emph{Cantor} distributed points on $[0,1]$. We show that for this random geometric graph, the…

概率论 · 数学 2012-08-09 Antar Bandyopadhyay , Farkhondeh Sajadi
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