klcluster: Center-based Clustering of Trajectories

被引:21
作者
Buchin, Kevin [1 ]
Driemel, Anne [2 ]
van de L'Isle, Natasja [1 ]
Nusser, Andre [3 ]
机构
[1] Eindhoven Tech Univ, Eindhoven, Netherlands
[2] Univ Bonn, Hausdorff Ctr Math, Bonn, Germany
[3] Max Planck Inst Informat, Grad Sch Comp Sci, Saarbrucken, Germany
来源
27TH ACM SIGSPATIAL INTERNATIONAL CONFERENCE ON ADVANCES IN GEOGRAPHIC INFORMATION SYSTEMS (ACM SIGSPATIAL GIS 2019) | 2019年
关键词
Computational Geometry; Algorithms and Data Structures; Trajectories; Clustering;
D O I
10.1145/3347146.3359111
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Center-based clustering, in particular k-means clustering, is frequently used for point data. Its advantages include that the resulting clustering is often easy to interpret and that the cluster centers provide a compact representation of the data. Recent theoretical advances have been made in generalizing center-based clustering to trajectory data. Building upon these theoretical results, we present practical algorithms for center-based trajectory clustering.
引用
收藏
页码:496 / 499
页数:4
相关论文
共 22 条
[1]   Near-linear time approximation algorithms for curve simplification [J].
Agarwal, PK ;
Har-Peled, S ;
Mustafa, NH ;
Wang, YS .
ALGORITHMICA, 2005, 42 (3-4) :203-219
[2]   COMPUTING THE FRECHET DISTANCE BETWEEN 2 POLYGONAL CURVES [J].
ALT, H ;
GODAU, M .
INTERNATIONAL JOURNAL OF COMPUTATIONAL GEOMETRY & APPLICATIONS, 1995, 5 (1-2) :75-91
[3]  
Arthur D, 2007, PROCEEDINGS OF THE EIGHTEENTH ANNUAL ACM-SIAM SYMPOSIUM ON DISCRETE ALGORITHMS, P1027
[4]   Simplifying 3D polygonal chains under the discrete Frechet distance [J].
Bereg, Sergey ;
Jiang, Minghui ;
Wang, Wencheng ;
Yang, Boting ;
Zhu, Binhai .
LATIN 2008: THEORETICAL INFORMATICS, 2008, 4957 :630-+
[5]   Clustering Trajectories for Map Construction [J].
Buchin, Kevin ;
Buchin, Maike ;
Duran, David ;
Fasy, Brittany Terese ;
Jacobs, Roel ;
Sacristan, Vera ;
Silveira, Rodrigo I. ;
Staals, Frank ;
Wenk, Carola .
25TH ACM SIGSPATIAL INTERNATIONAL CONFERENCE ON ADVANCES IN GEOGRAPHIC INFORMATION SYSTEMS (ACM SIGSPATIAL GIS 2017), 2017,
[6]   DETECTING COMMUTING PATTERNS BY CLUSTERING SUBTRAJECTORIES [J].
Buchin, Kevin ;
Buchin, Maike ;
Gudmundsson, Joachim ;
Loeffler, Maarten ;
Luo, Jun .
INTERNATIONAL JOURNAL OF COMPUTATIONAL GEOMETRY & APPLICATIONS, 2011, 21 (03) :253-282
[7]   Constrained free space diagrams: a tool for trajectory analysis [J].
Buchin, Kevin ;
Buchin, Maike ;
Gudmundsson, Joachim .
INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE, 2010, 24 (07) :1101-1125
[8]  
Buchin Kevin, 2019, P 30 ANN ACM SIAM S, P2922
[9]   Optimized Discrete Frechet Distance between trajectories [J].
Devogele, Thomas ;
Etienne, Laurent ;
Esnault, Maxence ;
Lardy, Florian .
BIGSPATIAL 2017: PROCEEDINGS OF THE 6TH ACM SIGSPATIAL INTERNATIONAL WORKSHOP ON ANALYTICS FOR BIG GEOSPATIAL DATA (BIGSPATIAL-2017), 2017, :11-19
[10]  
Driemel Anne, 2016, P 27 ANN ACM SIAM S, P766, DOI [DOI 10.1137/1.9781611974331.CH55, 10.1137/1.9781611974331.CH55]