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
  • [11] Discrete random walk models for space-time fractional diffusion
    Gorenflo, R
    Mainardi, F
    Moretti, D
    Pagnini, G
    Paradisi, P
    CHEMICAL PHYSICS, 2002, 284 (1-2) : 521 - 541
  • [12] LARGE DEVIATIONS FOR RANDOM WALK IN A SPACE-TIME PRODUCT ENVIRONMENT
    Yilmaz, Atilla
    ANNALS OF PROBABILITY, 2009, 37 (01): : 189 - 205
  • [13] Visit probability and accessibility within space-time prism of activity program
    Lyu, Jing
    Liao, Feixiong
    Rasouli, Soora
    INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE, 2024,
  • [14] The Random Average Process and Random Walk in a Space-Time Random Environment in One Dimension
    Márton Balázs
    Firas Rassoul-Agha
    Timo Seppäläinen
    Communications in Mathematical Physics, 2006, 266 : 499 - 545
  • [15] The random average process and random walk in a space-time random environment in one dimension
    Balazs, Marton
    Rassoul-Agha, Firas
    Seppalainen, Timo
    COMMUNICATIONS IN MATHEMATICAL PHYSICS, 2006, 266 (02) : 499 - 545
  • [16] Kinetic prisms: incorporating acceleration limits into space-time prisms
    Kuijpers, Bart
    Miller, Harvey J.
    Othman, Walied
    INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE, 2017, 31 (11) : 2164 - 2194
  • [17] Generalized Master Equation for Space-Time Coupled Continuous Time Random Walk
    Liu, Jian
    Li, Bao-He
    Chen, Xiao-Song
    CHINESE PHYSICS LETTERS, 2017, 34 (05)
  • [18] Generalized Master Equation for Space-Time Coupled Continuous Time Random Walk
    刘剑
    李宝河
    陈晓松
    Chinese Physics Letters, 2017, 34 (05) : 8 - 11
  • [19] PySTPrism: Tools for voxel-based space-time prisms
    Loraamm, Rebecca
    Downs, Joni
    Anderson, James
    Lamb, David S.
    SOFTWAREX, 2020, 12
  • [20] Discrete and continuous random walk models for space-time fractional diffusion
    Gorenflo, R
    Vivoli, A
    Mainardi, F
    NONLINEAR DYNAMICS, 2004, 38 (1-4) : 101 - 116