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
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