DETECTING COMMUTING PATTERNS BY CLUSTERING SUBTRAJECTORIES

被引:66
|
作者
Buchin, Kevin [1 ]
Buchin, Maike [1 ]
Gudmundsson, Joachim [2 ]
Loeffler, Maarten [3 ]
Luo, Jun [4 ]
机构
[1] Tech Univ Eindhoven, Dept Math & Comp Sci, Eindhoven, Netherlands
[2] NICTA, Sydney, NSW, Australia
[3] Univ Calif Irvine, Dept Comp Sci, Irvine, CA USA
[4] Chinese Acad Sci, Shenzhen Inst Adv Technol, Beijing 100864, Peoples R China
基金
澳大利亚研究理事会;
关键词
Trajectories; Frechet distance; algorithms; TRAJECTORIES; ARRANGEMENTS; DISTANCE;
D O I
10.1142/S0218195911003652
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In this paper we consider the problem of detecting commuting patterns in a trajectory. For this we search for similar subtrajectories. To measure spatial similarity we choose the Frechet distance and the discrete Frechet distance between subtrajectories, which are invariant under differences in speed. We give several approximation algorithms, and also show that the problem of finding the 'longest' subtrajectory cluster is as hard as MaxClique to compute and approximate.
引用
收藏
页码:253 / 282
页数:30
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