On Nodes of Small Degrees and Degree Profile in Preferential Dynamic Attachment Circuits

被引:5
|
作者
Zhang, Panpan [1 ]
Mahmoud, Hosam [2 ]
机构
[1] Univ Penn, Dept Biostat Epidemiol & Informat, Philadelphia, PA 19104 USA
[2] George Washington Univ, Dept Stat, Washington, DC 20052 USA
关键词
Complex network; Degree profile; Multivariate martingale; Polya urn; Preferential attachment; Random circuit; ASYMPTOTIC NORMALITY; RECURSIVE TREES; LIMIT-THEOREMS; DEGREE COUNTS; LAWS; OUTPUTS; GRAPHS; FAMILY; RATES;
D O I
10.1007/s11009-019-09726-4
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
We investigate the joint distribution of nodes of small degrees and the degree profile in preferential dynamic attachment circuits. In particular, we study the joint asymptotic distribution of the number of the nodes of outdegree 0 (terminal nodes) and outdegree 1 in a very large circuit. The expectation and variance of the number of those two types of nodes are both asymptotically linear with respect to the age of the circuit. We show that the numbers of nodes of outdegree 0 and 1 asymptotically follow a two-dimensional Gaussian law via multivariate martingale methods. The rate of convergence is derived analytically. We also study the exact distribution of the degree of a node, as the circuit ages, via a series of Polya-Eggenberger urn models with "hiccups" in between. The exact expectation and variance of the degree of nodes are determined by recurrence methods. Phase transitions of these degrees are discussed briefly. This is an extension of the abstract (Zhang 2016).
引用
收藏
页码:625 / 645
页数:21
相关论文
共 50 条
  • [41] Asymptotic degree distribution in preferential attachment graph models with multiple type edges
    Backhausz, Agnes
    Rozner, Bence
    [J]. STOCHASTIC MODELS, 2019, 35 (04) : 496 - 522
  • [42] Degree Correlations in Two Layer Growth Model with Nonlinear Preferential Attachment Rule
    Lu, Youjun
    Xu, Daoyun
    Zhou, Jincheng
    [J]. THEORETICAL COMPUTER SCIENCE, NCTCS 2017, 2017, 768 : 167 - 181
  • [43] An Supply Chain Network Evolving Model Based on Preferential Attachment of Path and Degree
    Fu, Peihua
    Liu, Yanchu
    [J]. 2010 INTERNATIONAL COLLOQUIUM ON COMPUTING, COMMUNICATION, CONTROL, AND MANAGEMENT (CCCM2010), VOL I, 2010, : 303 - 306
  • [44] An Supply Chain Network Evolving Model Based on Preferential Attachment of Path and Degree
    Fu, Peihua
    Liu, Yanchu
    [J]. PROCEEDINGS OF THE 2011 INTERNATIONAL CONFERENCE ON INFORMATICS, CYBERNETICS, AND COMPUTER ENGINEERING (ICCE2011), VOL 1: INTELLIGENT CONTROL AND NETWORK COMMUNICATION, 2011, 110 (01): : 167 - 173
  • [45] Degree-dependent network growth: From preferential attachment to explosive percolation
    Hooyberghs, Hans
    Van Schaeybroeck, Bert
    Indekeu, Joseph O.
    [J]. PHYSICAL REVIEW E, 2014, 89 (04)
  • [46] Preferential attachment with information filtering-node degree probability distribution properties
    Stefancic, H
    Zlatic, V
    [J]. PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2005, 350 (2-4) : 657 - 670
  • [47] Quantum Statistics and Networks by Asymmetric Preferential Attachment of Nodes-between Bosons and Fermions
    Hisakado, Masato
    Mori, Shintaro
    [J]. JOURNAL OF THE PHYSICAL SOCIETY OF JAPAN, 2021, 90 (08)
  • [48] On the asymptotic normality of estimating the affine preferential attachment network models with random initial degrees
    Gao, Fengnan
    van der Vaart, Aad
    [J]. STOCHASTIC PROCESSES AND THEIR APPLICATIONS, 2017, 127 (11) : 3754 - 3775
  • [49] Scale-Free Property for Degrees and Weights in a Preferential Attachment Random Graph Model
    Fazekas, Istvan
    Porvazsnyik, Bettina
    [J]. JOURNAL OF PROBABILITY AND STATISTICS, 2013, 2013
  • [50] Near Critical Preferential Attachment Networks have Small Giant Components
    Eckhoff, Maren
    Moerters, Peter
    Ortgiese, Marcel
    [J]. JOURNAL OF STATISTICAL PHYSICS, 2018, 173 (3-4) : 663 - 703