Learning random points from geometric graphs or orderings

被引:3
|
作者
Diaz, Josep [1 ]
McDiarmid, Colin [2 ]
Mitsche, Dieter [3 ]
机构
[1] Univ Politecn Cataluna, Dept Comp Sci, Barcelona, Spain
[2] Univ Oxford, Dept Stat, Oxford, England
[3] Univ Jean Monnet, Univ Lyon, UMR 5208, Inst Camille Jordan, F-42023 St Etienne, France
关键词
approximate embedding; random geometric graphs; unit disk graphs; vertex orders;
D O I
10.1002/rsa.20922
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Let X-v for v is an element of V be a family of n iid uniform points in the square <SIC>& xdcae;n=-n/2,n/22. Suppose first that we are given the random geometric graph G is an element of G(n,r), where vertices u and v are adjacent when the Euclidean distance d(E)(X-u,X-v) is at most r. Let n(3/14)MUCH LESS-THANrMUCH LESS-THANn(1/2). Given G (without geometric information), in polynomial time we can with high probability approximately reconstruct the hidden embedding, in the sense that "up to symmetries," for each vertex v we find a point within distance about r of X-v; that is, we find an embedding with "displacement" at most about r. Now suppose that, instead of G we are given, for each vertex v, the ordering of the other vertices by increasing Euclidean distance from v. Then, with high probability, in polynomial time we can find an embedding with displacement O(logn).
引用
收藏
页码:339 / 370
页数:32
相关论文
共 50 条
  • [1] Limit theory for isolated and extreme points in hyperbolic random geometric graphs
    Fountoulakis, Nikolaos
    Yukich, Joseph
    ELECTRONIC JOURNAL OF PROBABILITY, 2020, 25 : 1 - 51
  • [2] Random geometric graphs
    Cannings, C
    JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A-STATISTICS IN SOCIETY, 2005, 168 : 636 - 636
  • [3] Random geometric graphs
    Dall, J
    Christensen, M
    PHYSICAL REVIEW E, 2002, 66 (01)
  • [4] Geometric Random Graphs vs Inhomogeneous Random Graphs
    Napolitano, George M.
    Turova, Tatyana
    MARKOV PROCESSES AND RELATED FIELDS, 2019, 25 (04) : 615 - 637
  • [5] SECRECY TRANSFER FOR SENSOR NETWORKS: FROM RANDOM GRAPHS TO SECURE RANDOM GEOMETRIC GRAPHS
    Liu, Zhihong
    Ma, Jianfeng
    Zeng, Yong
    INTERNATIONAL JOURNAL ON SMART SENSING AND INTELLIGENT SYSTEMS, 2013, 6 (01): : 77 - 94
  • [6] Random models for geometric graphs
    Serna, Maria
    EXPERIMENTAL ALGORITHMS, PROCEEDINGS, 2007, 4525 : 37 - 37
  • [7] SYNCHRONIZATION IN RANDOM GEOMETRIC GRAPHS
    Diaz-Guilera, Albert
    Gomez-Gardenes, Jesus
    Moreno, Yamir
    Nekovee, Maziar
    INTERNATIONAL JOURNAL OF BIFURCATION AND CHAOS, 2009, 19 (02): : 687 - 693
  • [8] Infinite Random Geometric Graphs
    Bonato, Anthony
    Janssen, Jeannette
    ANNALS OF COMBINATORICS, 2011, 15 (04) : 597 - 617
  • [9] On the Distribution of Random Geometric Graphs
    Badiu, Mihai-Alin
    Coon, Justin P.
    2018 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY (ISIT), 2018, : 2137 - 2141
  • [10] Directed random geometric graphs
    Michel, Jesse
    Reddy, Sushruth
    Shah, Rikhav
    Silwal, Sandeep
    Movassagh, Ramis
    JOURNAL OF COMPLEX NETWORKS, 2019, 7 (05) : 792 - 816