Similarity in (spatial, temporal and) spatio-temporal datasets

ACM International Conference Proceeding Series

Volumn , Issue , 2012, Pages 554-557

  Gunopulos, Dimitrios ^a   Trajcevski, Goce ^b  

^a UNIVERSITY OF ATHENS   (Greece)

^b NORTHWESTERN UNIVERSITY   (United States)

Author keywords

Algorithms; I.m Computing Methodologies : Miscellaneous

Indexed keywords

APPLICATION DOMAINS; COMPUTING METHODOLOGIES; DATA SETS; MOBILE ENTITIES; SPATIO-TEMPORAL; SPATIO-TEMPORAL OBJECTS;

ALGORITHMS; COMPUTER APPLICATIONS;

DATABASE SYSTEMS;

EID: 84863504962     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2247596.2247664     Document Type: Conference Paper

References (91)

1. A. Alt, C. Knauer, and C. Wenk. Comparison of distance measures for planar curves. Algorithmica, 38, 2004.
2. H. Alt, O. Aicholzer, and G. Rote. Matching shapes with a reference point. In Symp. Computational Geometry, 1994.
3. H. Alt and L. Guibas. Discrete geometric shapes: Matching, interpolation, and approximation. In Handbook of Computational Geometry. Elsevier Science Publishers, 1999.
4. H. Alt, C. Knauer, and C. Wenk. Matching polygonal curves with respect to the fréchet distance. In STACS, 2001.
5. Helmut Alt, Alon Efrat, Gü"nther Rote, and Carola Wenk. Matching plannar graphs. Journal of Algorithms, 49, 2003.
6. Aris Anagnostopoulos, Michail Vlachos, Marios Hadjieleftheriou, Eamonn J. Keogh, and Philip S. Yu. Global distance-based segmentation of trajectories. In KDD, 2006.
7. B. Aronov, S. Har-Peled, C. Knauer, Y. Wang, and C. Wenk. Fréchet distance for curves, revisited. In ESA, 2006.
8. Oliver Baltzer, Frank K. H. A. Dehne, Susanne E. Hambrusch, and Andrew Rau-Chaplin. Olap for trajectories. In DEXA, pages 340-347, 2008.
9. Donald J. Berndt and James Clifford. Using dynamic time warping to find patterns in time series. In KDD Workshop, pages 359-370, 1994.
10. F. Braz, Salvatore Orlando, Renzo Orsini, Alessandra Raffaetà, Alessandro Roncato, and Claudio Silvestri. Approximate aggregations in trajectory data warehouses. In ICDE Workshops, pages 536-545, 2007.
11. Kevin Buchin, Maike Buchin, Marc J. van Kreveld, and Jun Luo. Finding long and similar parts of trajectories. Comput. Geom., 44(9):465-476, 2011.
12. Lili Cao and John Krumm. From gps traces to a routable road map. In GIS, 2009.
13. Jae-Woo Chang, Rabindra Bista, Ji Hee Kim, and Young-Chang Kim. A new trajectory search algorithm based on spatio-temporal similarity on spatial network. In CIT, 2007.
14. Daniel Chen, Anne Driemel, Leonidas J. Guibas, Andy Nguyen, and Carola Wenk. Approximate map matching with respect to the fréchet distance. In ALENEX, pages 75-83, 2011.
15. Jingyu Chen, Ping Chen, Qiuyan Huo, and Xuezhou Xu. Clustering network-constrained uncertain trajectories. In FSKD, 2011.
16. Lei Chen, M. Tamer Özsu, and Vincent Oria. Robust and fast similarity search for moving object trajectories. In SIGMOD Conference, 2005.
17. Tao Chen and Markus Schneider. Data structures and intersection algorithms for 3d spatial data types. In GIS, 2009.
18. L.P. Chew, M.T. Goodrich, D.P. Huttenlocher, K. Kedem, J.M. Kleinberg, and D. Kravets. Geometric pattern matching under euclidean motion. Comput. Geom., 7, 1997.
19. Shih-Tsun Chu, Chao-Chun Yeh, and Chun-Lung Huang. A cloud-based trajectory index scheme. In IEEE eBusiness Engineering, 2009.
20. Ugur Demiryurek, Bei Pan, Farnoush Banaei Kashani, and Cyrus Shahabi. Towards modeling the traffic data on road networks. In GIS-IWCTS, 2009.
21. Hui Ding, Goce Trajcevski, Peter Scheuermann, Xiaoyue Wang, and Eamonn J. Keogh. Querying and mining of time series data: experimental comparison of representations and distance measures. PVLDB, 1(2):1542-1552, 2008.
22. S. Dodge, R. Weibel, and E. Forootan. Revealing the physics of movement: Comparing the similarity of movement characteristics of different types of moving objects. Computers, Environments and Urban Systems, 2009.
23. C. du Mouza and R. Rigaux. Multi-scale classification of moving objects trajectories. In SSDBM, 2004.
24. T. Eiter and H. Mannila. Distance measures for point sets and their computation. Acta Inf., 34(2), 1997.
25. Sigal Ekalve, Mark Last, and Odet Maimom. A compact representation of spatio-temporal data. In ICDM -Workshops, 2007.
26. Sigal Elnekave, Mark Last, and Oded Maimon. Measuring similarity between trajectories of mobile objects. In Applied Pattern Recognition. 2008.
27. Christos Faloutsos, M. Ranganathan, and Yannis Manolopoulos. Fast subsequence matching in time-series databases. In SIGMOD Conference, pages 419-429, 1994.
28. Elias Frentzos, Kostas Gratsias, and Yannis Theodoridis. Index-based most similar trajectory search. In ICDE, 2007.
29. Zhouyu Fu, Weiming Hu, and Tieniu Tan. Similarity based vehicle trajectory clustering and anomaly detection. In ICIP (2), 2005.
30. Betsy George, Sangho Kim, and Shashi Shekhar. Spatio-temporal network databases and routing algorithms: A summary of results. In SSTD, 2007.
31. Oliviu Ghica, Goce Trajcevski, Ouri Wolfson, Ugo Buy, Peter Scheuermann, Fan Zhou, and Dennis Vaccaro. Trajectory data reduction in wireless sensor networks. IJNGC, 1(1), 2010.
32. M.T. Goodrich, J.S.B. Mitchell, and M.W. Orletsky. Approximate geometric pattern matching under rigid motions. IEEE Trans. Pattern Anal. Mach. Intell., 21(4), 1999.
33. Joachim Gudmundsson and Marc J. van Kreveld. Computing longest duration flocks in trajectory data. In GIS, 2006.
34. Ralf H. Güting and Markus Schneider. Moving Objects Databases. Morgan Kaufmann, 2005.
35. K. Hamacher. Information theoretical measures to analyze trajectories in rational molecular design. Journal of Computational Chemistry, 28(16), 2007.
36. Jiawei Han and Micheline Kamber. Data Mining: Concepts and Techniques, 2nd edition. Morgan Kaufmann, 2006.
37. P.J. Heffernan and S. Schirra. Approximate decision algorithms for point set congruence. In Symp. Computational Geometry, 1992.
38. K. Imai, S. Sumino, and H. Imai. Minimax geometric fitting of two corresponding sets of points and dynamic furthest voronoi diagrams. IEICE Trans. Inf. and Syst., E81-D(11), 1998.
39. Jaehoon Jeong, Taehyun Hwang, Tian He, and David Hung-Chang Du. Mcta: Target tracking algorithm based on minimal contour in wireless sensor networks. In INFOCOM, 2007.
40. Hoyoung Jeung, Man Lung Yiu, Xiaofang Zhou, Christian S. Jensen, and Heng Tao Shen. Discovery of convoys in trajectory databases. PVLDB, 1(1), 2008.
41. R. Kelly. M42 active traffic management scheme. Road Traffic Technology, 2007. S.M. Limited Edit0r. Birmingham, United Kingdom.
42. Eamonn J. Keogh. A decade of progress in indexing and mining large time series databases. In VLDB, 2006.
43. Eamonn J. Keogh, Kaushik Chakrabarti, Sharad Mehrotra, and Michael J. Pazzani. Locally adaptive dimensionality reduction for indexing large time series databases. In SIGMOD Conference, pages 151-162, 2001.
44. Eamonn J. Keogh and Chotirat (Ann) Ratanamahatana. Exact indexing of dynamic time warping. Knowl. Inf. Syst., 7(3), 2005.
45. Eamonn J. Keogh, Li Wei, Xiaopeng Xi, Michail Vlachos, Sang-Hee Lee, and Pavlos Protopapas. Supporting exact indexing of arbitrarily rotated shapes and periodic time series under euclidean and warping distance measures. VLDB Journal, 18(3), 2009.
46. Hector C. Keun, Timothy M.D. Ebbels, Mary E. Bollard, Olaf Beckonert, Henrik Antti, Elaine Homes, John C. Lindon, and Jeremy K. Nicholson. Geometric trajectory analysis of metabolic responses to toxicity can define treatment specific profiles. Journal of Chemical Research in Toxicology, 17(5), 2004.
47. K. Lam, E. Chan, T. Kuo, S. Ng, and D. Hung. Retina: A real time traffic navigation system. In SIGMOD, 2001.
48. Loukas Lazos, Radha Poovendran, and James A. Ritcey. Analytic evaluation of target detection in heterogeneous wireless sensor networks. TOSN, 5(2), 2009.
49. Jae-Gil Lee, Jiawei Han, Xiaolei Li, and Hector Gonzalez. TraClass: trajectory classification using hierarchical region-based and trajectory-based clustering. PVLDB, 1(1), 2008.
50. Jae-Gil Lee, Jiawei Han, and Kyu-Young Whang. Trajectory clustering: a partition-and-group framework. In SIGMOD Conference, 2007.
51. Xi Li, Weiming Hu, and Wei Hu. A coarse-to-fine strategy for vehicle motion trajectory clustering. In ICPR (1), 2006.
52. Jessica Lin, Eamonn J. Keogh, Li Wei, and Stefano Lonardi. Experiencing sax: a novel symbolic representation of time series. Data Min. Knowl. Discov., 15(2):107-144, 2007.
53. Ying Liu, Alok N. Choudhary, Jianhong Zhou, and Ashfaq A. Khokhar. A scalable distributed stream mining system for highway traffic data. In PKDD, 2006.
54. Yin Lou, Chengyang Zhang, Yu Zheng, Xing Xie, Wei Wang, and Yan Huang. Map-matching for low-sampling-rate gps trajectories. In GIS, 2009.
55. E. Malinowski and Esteban Zimányi. Advanced Data Warehouse Design From Conventional to Spatial and Temporal Applications (Data-Centric Systems and Applications. Springer, 2008.
56. Nikos Mamoulis, Huiping Cao, George Kollios, Marios Hadjieleftheriou, Yufei Tao, and David W. Cheung. Mining, indexing, and querying historical spatiotemporal data. In International Conference on Knowledge Discovery and Data Mining, pages 236-245, 2004.
57. Anthony J. Mannuci and Chi-On Ao. Toward new scientific observations from gps occulations: Advances in retrieval methods. In Remote Sensing Applications of the GPS, 2004.
58. G. Marketos, Y. Theodoridis, and I.S. Kalogeras. Seismological data warehousing and mining: A survey. IJDWM, 4(1), 2008.
59. John McIntosh and May Yuan. Assessing similarity of geographic processes and events. Transactions in GIS, 9(2), 2005.
60. Theophano Mitsa. Temporal Data Mining. Chapman & Hall, 2010.
61. Axel Mosig and Michael Clausen. Approximately matching polygonal curves with respect to the fre'chet distance. Comput. Geom., 30(2), 2005.
62. Axel Mosig, Stefan Jäger, Chaofeng Wang, Sumit Kumar Nath, Ilker Ersoy, Kannappan Palaniappan, and Su-Shing Chen. Tracking cells in life cell imaging videos using topological alignments. Algorithms for Molecular Biology, 4, 2009.
63. Arik Motskin, Ian Downes, Branislav Kusy, Omprakash Gnawali, and Leonidas J. Guibas. Network warehouses: Efficient information distribution to mobile users. In INFOCOM, pages 2069-2077, 2011.
64. Mirco Nanni and Dino Pedreschi. Time-focused clustering of trajectories of moving objects. J. Intell. Inf. Syst., 27(3), 2006.
65. Nikos Pelekis, Ioannis Kopanakis, Evangelos E. Kotsifakos, Elias Frentzos, and Yannis Theodoridis. Clustering uncertain trajectories. Knowl. Inf. Syst., 28(1):117-147, 2011.
66. Nikos Pelekis, Ioannis Kopanakis, Irene Ntoutsi, Gerasimos Marketos, and Yannis Theodoridis. Mining trajectory databases via a suite of distance operators. In ICDE Workshops, 2007.
67. A.M. Reynolds and G. Lo Ioacono. On the simulation of particle trajectories in turbulent flows. Physics of Fluids, 16(12), 2004.
68. Yossi Rubner, Carlo Tomasi, and Leonidas J. Guibas. The earth mover's distance as a metric for image retrieval. International Journal of Computer Vision, 40(2):99-121, 2000.
69. Tobias Schreck, Tatiana Tekusova, Jörn Kohlhammer, and Dieter W. Fellner. Trajectory-based visual analysis of large financial time series data. SIGKDD Explorations, 9(2), 2007.
70. Choon-Bo Shim, Chang-Sun Shin, DongGook Park, and Won-Ho So. A novel approach for similarity measure schemes based on multiple moving objects in video databases. In International Conference on Computational Science (3), 2006.
71. Sameer Shirdhonkar and David W. Jacobs. Approximate earth mover's distance in linear time. In CVPR, 2008.
72. Eleftherios Tiakas, Apostolos Papadopoulos, Alexandros Nanopoulos, Yannis Manolopoulos, Dragan Stojanovic, and Slobodanka Djordjevic-Kajan. Searching for similar trajectories in spatial networks. Journal of Systems and Software, 82(5), 2009.
73. Goce Trajcevski, Hui Ding, Peter Scheuermann, Roberto Tamassia, and Dennis Vaccaro. Dynamics-aware similarity of moving objects trajectories. In GIS, 2007.
74. Goce Trajcevski, Roberto Tamassia, Hui Ding, Peter Scheuermann, and Isabel F. Cruz. Continuous probabilistic nearest-neighbor queries for uncertain trajectories. In EDBT, 2009.
75. Goce Trajcevski, Ouri Wolfson, Klaus Hinrichs, and Sam Chamberlain. Managing uncertainty in moving objects databases. ACM Trans. Database Syst., 29(3), 2004.
76. USGS. Maps, imagery, and publications, 2009.
77. Alejandro A. Vaisman and Esteban Zimányi. What is spatio-temporal data warehousing? In DaWaK, pages 9-23, 2009.
78. Marc J. van Kreveld and Jun Luo. The definition and computation of trajectory and subtrajectory similarity. In GIS, 2007.
79. Pascal Vicaire, Tian He, Qing Cao, Ting Yan, Gang Zhou, Lin Gu, Liqian Luo, Radu Stoleru, John A. Stankovic, and Tarek F. Abdelzaher. Achieving long-term surveillance in vigilnet. TOSN, 5(1), 2009.
80. Michail Vlachos, D. Gunopulos, and Gautam Das. Rotation invariant distance measures for trajectories. In International Conference on Knowledge Discovery and Data Mining, 2004.
81. Michail Vlachos, Dimitrios Gunopulos, and George Kollios. Discovering similar multidimensional trajectories. In ICDE, 2002.
82. Michail Vlachos, Dimitrios Gunopulos, and George Kollios. Robust similarity measures for mobile object trajectories. In DEXA Workshops, 2002.
83. Michail Vlachos, George Kollios, and Dimitrios Gunopulos. Elastic translation invariant matching of trajectories. Machine Learning, 58(2-3), 2005.
84. Michalis Vlachos, Marios Hadjielefteriou, Dimitris Gunopulos, and Eammon Keogh. Indexing multidimensional time-series. VLDB Journal, 15(1), 2006.
85. Michalis Vlachos, George Kollios, and Dimitris Gunopulos. Elastic translation invariant matching of trajectories. Machine Learning, 58, 2005.
86. Wei Wang, Vikram Srinivasan, Kee Chaing Chua, and Bang Wang. Energy-efficient coverage for target detection in wireless sensor networks. In IPSN, pages 313-322, 2007.
87. Veil Wank, Andreas Fisher, and Klaus Bos. Similarities and varieties in human motion trajectories of predefined grasping and disposing movements. Humanoid Robotics, 13(59), 2004.
88. T. Yan, Y. Gu, T. He, and J.A. Stankovic. Design and optimization of distributed sensing coverage in wireless sensor networks. ACM Trans. Embedded Comput. Syst., 7(3), 2008.
89. L. Yang, C. Feng, J. W. Rozenblit, and H. Qiao. Adaptive tracking in distributed wireless sensor networks. In ECBS, 2006.
90. Hyunjin Yoon and Cyrus Shahabi. Robust time-referenced segmentation of moving object trajectories. In ICDM, 2008.
91. Jin Zheng and Xinlin Xu. Multi-target trajectories querying in wireless sensor networks. Journal of Information and Computational Science, 7(3), 2010.