Visit Probability in Space-Time Prisms Based on Binomial Random Walk

被引:1
|
作者
Elias, Deepak [1 ]
Kuijpers, Bart [1 ]
机构
[1] UHasselt Hasselt Univ, Databases & Theoret Comp Sci Res Grp, Data Sci Inst, Agoralaan,Gebouw D, B-3590 Diepenbeek, Belgium
关键词
geographic information science; time geography; space-time prisms; random walk; uncertainty; probability; visit probability; binomial distribution; hypergeometric distribution; ANALYZING ANIMAL MOVEMENTS; MOVING-OBJECTS; UNCERTAINTY; ACCESSIBILITY; DISTRIBUTIONS; OPPORTUNITIES; PATTERNS;
D O I
10.3390/ijgi9090555
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Space-time prisms are used to model the uncertainty of space-time locations of moving objects between (for instance, GPS-measured) sample points. However, not all space-time points in a prism are equally likely and we propose a simple, formal model for the so-called "visit probability" of space-time points within prisms. The proposed mathematical framework is based on a binomial random walk within one- and two-dimensional space-time prisms. Without making any assumptions on the random walks (we do not impose any distribution nor introduce any bias towards the second anchor point), we arrive at the conclusion that binomial random walk-based visit probability in space-time prisms corresponds to a hypergeometric distribution.
引用
收藏
页数:23
相关论文
共 50 条
  • [1] Simulating visit probability distributions within planar space-time prisms
    Song, Ying
    Miller, Harvey J.
    INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE, 2014, 28 (01) : 104 - 125
  • [2] Representation of random walk in fractal space-time
    Kanno, R
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 1998, 248 (1-2) : 165 - 175
  • [3] Space-Time Correspondence as a Contrastive Random Walk
    Jabri, Allan A.
    Owens, Andrew
    Efros, Alexei A.
    ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 33, NEURIPS 2020, 2020, 33
  • [4] Space-time random walk loop measures
    Adams, Stefan
    Vogel, Quirin
    STOCHASTIC PROCESSES AND THEIR APPLICATIONS, 2020, 130 (04) : 2086 - 2126
  • [5] Simulating visit probability distributions within planar space-time prisms (vol 28, pg 104, 2014)
    Song, Y.
    Miller, H. J.
    INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE, 2014, 28 (10) : 2126 - 2126
  • [6] The limit theorems for random walk with state space ℝ in a space-time random environment
    Wei Gang Wang
    Zhen Long Gao
    Di He Hu
    Acta Mathematica Sinica, English Series, 2008, 24 : 655 - 662
  • [7] Chaotic jets with multifractal space-time random walk
    Afanasiev, Valerii V.
    Sagdeev, Roald Z.
    Zaslavsky, George M.
    CHAOS, 1991, 1 (02)
  • [8] The Limit Theorems for Random Walk with State Space R in a Space-time Random Environment
    Wei Gang WANG School of Statistics and Mathematics
    Acta Mathematica Sinica,English Series, 2008, 24 (04) : 655 - 662
  • [9] The limit theorems for random walk with state space R in a space-time random environment
    Wang, Wei Gang
    Gao, Zhen Long
    Hu, Di He
    ACTA MATHEMATICA SINICA-ENGLISH SERIES, 2008, 24 (04) : 655 - 662
  • [10] Asymmetric space-time correlated continuous-time random walk
    Zhu, Ping
    Hu, Yuhang
    Liu, Jian
    EUROPEAN PHYSICAL JOURNAL B, 2023, 96 (06):