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Volumn 6, Issue 3, 2015, Pages

Trajectory data mining: An overview

Author keywords

Spatiotemporal data mining; trajectory classification; trajectory compression; trajectory data mining; trajectory indexing and retrieval; trajectory outlier detection; trajectory pattern mining; trajectory uncertainty; urban computing

Indexed keywords

ANOMALY DETECTION; CLASSIFICATION (OF INFORMATION); DATA HANDLING; INFORMATION MANAGEMENT; LEARNING SYSTEMS; PATTERN RECOGNITION; STATISTICS; SURVEYS; TRAJECTORIES;

EID: 84930640513     PISSN: 21576904     EISSN: 21576912     Source Type: Journal    
DOI: 10.1145/2743025     Document Type: Review
Times cited : (1529)

References (165)
  • 6
    • 84939986391 scopus 로고    scopus 로고
    • A survey on recommendations in location-based social networks
    • J. Bao, Y. Zheng, D. Wilkie, and M. F. Mokbel. 2015. A survey on recommendations in location-based social networks. GeoInformatica, 19, 3, 525-565.
    • (2015) GeoInformatica , vol.19 , Issue.3 , pp. 525-565
    • Bao, J.1    Zheng, Y.2    Wilkie, D.3    Mokbel, M.F.4
  • 7
    • 84945709924 scopus 로고
    • On the approximation of curves by line segments using dynamic programming
    • (1961)
    • R. Bellman. 1961. On the approximation of curves by line segments using dynamic programming. Communications of the ACM 4, 6 (1961), 284.
    • (1961) Communications of the ACM , vol.4 , Issue.6 , pp. 284
    • Bellman, R.1
  • 8
    • 2942524994 scopus 로고    scopus 로고
    • Location privacy in pervasive computing
    • (2003)
    • A. R. Beresford and F. Stajano. 2003. Location privacy in pervasive computing. IEEE Pervasive Computing 2, 1 (2003), 46-55.
    • (2003) IEEE Pervasive Computing , vol.2 , Issue.1 , pp. 46-55
    • Beresford, A.R.1    Stajano, F.2
  • 10
    • 0036606530 scopus 로고    scopus 로고
    • A framework for generating network-based moving objects
    • (2002)
    • T. Brinkhoff and O. Str, 2002. A framework for generating network-based moving objects. Geoinformatica, 6, 2 (2002), 153-180.
    • (2002) Geoinformatica , vol.6 , Issue.2 , pp. 153-180
    • Brinkhoff, T.1    Str, O.2
  • 25
    • 84863245385 scopus 로고    scopus 로고
    • Privacy of spatial trajectories
    • Y. Zheng and X. Zhou (Eds.). Springer
    • C. Y. Chow and M. F. Mokbel. 2011. Privacy of spatial trajectories. Computing with Spatial Trajectories, Y. Zheng and X. Zhou (Eds.). Springer, 109-141.
    • (2011) Computing with Spatial Trajectories , pp. 109-141
    • Chow, C.Y.1    Mokbel, M.F.2
  • 27
    • 84870520150 scopus 로고    scopus 로고
    • Trajectory indexing and retrieval
    • Y. Zheng and X. Zhou (Eds.). Springer
    • K. Deng, K. Xie, K. Zheng, and X. Zhou. 2011. Trajectory indexing and retrieval. Computing with Spatial Trajectories. Y. Zheng and X. Zhou (Eds.). Springer, 35-60.
    • (2011) Computing with Spatial Trajectories , pp. 35-60
    • Deng, K.1    Xie, K.2    Zheng, K.3    Zhou, X.4
  • 29
    • 71349088077 scopus 로고    scopus 로고
    • BerlinMOD: A benchmark for moving object databases
    • (2009)
    • C. Duntgen, T. Behr, and R. H. Guting. 2009. BerlinMOD: A benchmark for moving object databases. The VLDB Journal 18, 6 (2009), 1335-1368.
    • (2009) The VLDB Journal , vol.18 , Issue.6 , pp. 1335-1368
    • Duntgen, C.1    Behr, T.2    Guting, R.H.3
  • 40
    • 77953809080 scopus 로고    scopus 로고
    • Achieving guaranteed anonymity in GPS traces via uncertainty-aware path cloaking
    • (2010)
    • B. Hoh, M. Gruteser, H. Xiong, and A. Alrabady. 2010. Achieving guaranteed anonymity in GPS traces via uncertainty-aware path cloaking. IEEE Transactions on Mobile Computing 9, 8 (2010), 1089-1107.
    • (2010) IEEE Transactions on Mobile Computing , vol.9 , Issue.8 , pp. 1089-1107
    • Hoh, B.1    Gruteser, M.2    Xiong, H.3    Alrabady, A.4
  • 49
    • 84875192075 scopus 로고    scopus 로고
    • Trajectory analysis for driving
    • Y. Zheng and X. Zhou (Eds.). Springer
    • J. Krumm. 2011. Trajectory analysis for driving. Computing with Spatial Trajectories, Y. Zheng and X. Zhou (Eds.). Springer, 213-241.
    • (2011) Computing with Spatial Trajectories , pp. 213-241
    • Krumm, J.1
  • 53
    • 84863275515 scopus 로고    scopus 로고
    • Trajectory preprocessing
    • Y. Zheng and X. Zhou (Eds.). Springer
    • W.-C. Lee and J. Krumm. 2011. Trajectory preprocessing. Computing with Spatial Trajectories, Y. Zheng and X. Zhou (Eds.). Springer, 1-31.
    • (2011) Computing with Spatial Trajectories , pp. 1-31
    • Lee, W.-C.1    Krumm, J.2
  • 55
    • 80052749496 scopus 로고    scopus 로고
    • Swarm: Mining relaxed temporal moving object clusters
    • (2010)
    • Z. Li, B. Ding, J. Han, and R. Kays. 2010a. Swarm: Mining relaxed temporal moving object clusters. Proceedings of the VLDB Endowment 3, 1-2 (2010), 723-734.
    • (2010) Proceedings of the VLDB Endowment , vol.3 , Issue.1-2 , pp. 723-734
    • Li, Z.1    Ding, B.2    Han, J.3    Kays, R.4
  • 68
    • 0022698052 scopus 로고
    • A statistical analysis of mathematical measures of linear simplification
    • (1986)
    • R. B. McMaster. 1986. A statistical analysis of mathematical measures of linear simplification. The American Cartographer 13, 2 (1986), 103-116.
    • (1986) The American Cartographer , vol.13 , Issue.2 , pp. 103-116
    • McMaster, R.B.1
  • 72
    • 73949100139 scopus 로고    scopus 로고
    • Towards trajectory anonymization: A generalizationbased approach
    • (2009)
    • M. E. Nergiz, M. Atzori, Y. Saygin, and B. Guc. 2009. Towards trajectory anonymization: A generalizationbased approach. Transactions on Data Privacy 2, 1 (2009), 47-75.
    • (2009) Transactions on Data Privacy , vol.2 , Issue.1 , pp. 47-75
    • Nergiz, M.E.1    Atzori, M.2    Saygin, Y.3    Guc, B.4
  • 78
    • 84884981465 scopus 로고    scopus 로고
    • On detection of emerging anomalous traffic patterns using GPS data
    • (2013)
    • L. X. Pang, S. Chawla, W. Liu, and Y. Zheng. 2013. On detection of emerging anomalous traffic patterns using GPS data. Data & Knowledge Engineering, 87 (2013), 357-373.
    • (2013) Data & Knowledge Engineering , vol.87 , pp. 357-373
    • Pang, L.X.1    Chawla, S.2    Liu, W.3    Zheng, Y.4
  • 85
    • 78149282726 scopus 로고    scopus 로고
    • Putmode: Prediction of uncertain trajectories in moving objects databases
    • (2010)
    • S. Qiao, C. Tang, H. Jin, T. Long, S. Dai, Y. Ku, and M. Chau. 2010. Putmode: Prediction of uncertain trajectories in moving objects databases. Applied Intelligence 33, 3 (2010), 370-386.
    • (2010) Applied Intelligence , vol.33 , Issue.3 , pp. 370-386
    • Qiao, S.1    Tang, C.2    Jin, H.3    Long, T.4    Dai, S.5    Ku, Y.6    Chau, M.7
  • 87
    • 84872792208 scopus 로고    scopus 로고
    • Semantic trajectory compression: Representing urban movement in a nutshell
    • (2012)
    • K. Richter, F. Schmid, and P. Laube. 2012. Semantic trajectory compression: Representing urban movement in a nutshell. Journal of Spatial Information Science, 4 (2012), 3-30.
    • (2012) Journal of Spatial Information Science , vol.4 , pp. 3-30
    • Richter, K.1    Schmid, F.2    Laube, P.3
  • 90
    • 84901795686 scopus 로고    scopus 로고
    • PRESS: A novel framework of trajectory compression in road networks
    • (2014)
    • R. Song, W. Sun, B. Zheng, and Y. Zheng. 2014. PRESS: A novel framework of trajectory compression in road networks. Proceedings of the VLDB Endowment 7, 9 (2014), 661-672.
    • (2014) Proceedings of the VLDB Endowment , vol.7 , Issue.9 , pp. 661-672
    • Song, R.1    Sun, W.2    Zheng, B.3    Zheng, Y.4
  • 120
    • 84864632935 scopus 로고    scopus 로고
    • Social itinerary recommendation from user-generated digital trails
    • (2012)
    • H. Yoon, Y. Zheng, X. Xie, and W. Woo. 2012. Social itinerary recommendation from user-generated digital trails. Journal on Personal and Ubiquitous Computing 16, 5 (2012), 469-484.
    • (2012) Journal on Personal and Ubiquitous Computing , vol.16 , Issue.5 , pp. 469-484
    • Yoon, H.1    Zheng, Y.2    Xie, X.3    Woo, W.4
  • 125
  • 139
    • 84862792169 scopus 로고    scopus 로고
    • Towards mobile intelligence: Learning from GPS history data for collaborative recommendation
    • (2012)
    • V. W. Zheng, Y. Zheng, X. Xie, and Q. Yang. 2012b. Towards mobile intelligence: Learning from GPS history data for collaborative recommendation. Artificial Intelligence 184-185 (2012), 17-37.
    • (2012) Artificial Intelligence , vol.184-185 , pp. 17-37
    • Zheng, V.W.1    Zheng, Y.2    Xie, X.3    Yang, Q.4
  • 140
    • 84863231623 scopus 로고    scopus 로고
    • Location-based social networks: Users
    • Y. Zheng and X. Zhou (Eds.). Springer
    • Y. Zheng. 2011. Location-based social networks: users. Computing with Spatial Trajectories, Y. Zheng and X. Zhou (Eds.). Springer, 243-276.
    • (2011) Computing with Spatial Trajectories , pp. 243-276
    • Zheng, Y.1
  • 144
    • 76249092316 scopus 로고    scopus 로고
    • Understanding transportation modes based on GPS data for Web applications
    • (2010)
    • Y. Zheng, Y. Chen, Q. Li, X. Xie, and W.-Y. Ma. 2010c. Understanding transportation modes based on GPS data for Web applications. ACM Transactions on the Web 4, 1 (2010), 1-36.
    • (2010) ACM Transactions on the Web , vol.4 , Issue.1 , pp. 1-36
    • Zheng, Y.1    Chen, Y.2    Li, Q.3    Xie, X.4    Ma, W.-Y.5
  • 152
    • 79955148008 scopus 로고    scopus 로고
    • Learning travel recommendations from user-generated GPS traces
    • (2011)
    • Y. Zheng and X. Xie. 2011b. Learning travel recommendations from user-generated GPS traces. ACM Transactions on Intelligent Systems and Technology 2, 1 (2011), 2-19.
    • (2011) ACM Transactions on Intelligent Systems and Technology , vol.2 , Issue.1 , pp. 2-19
    • Zheng, Y.1    Xie, X.2
  • 153
    • 78449245352 scopus 로고    scopus 로고
    • GeoLife: A collaborative social networking service among user, location and trajectory
    • (2010)
    • Y. Zheng, X. Xie, andW.-Y.Ma. 2010d. GeoLife: A collaborative social networking service among user, location and trajectory. IEEE Data Engineering Bulletin 33, 2 (2010), 32-40.
    • (2010) IEEE Data Engineering Bulletin , vol.33 , Issue.2 , pp. 32-40
    • Zheng, Y.1    Xie, X.2    Ma, W.-Y.3
  • 154
    • 78650617680 scopus 로고    scopus 로고
    • Recommending friends and locations based on individual location history
    • (2011)
    • Y. Zheng, L. Zhang, Z. Ma, X. Xie, and W.-Y. Ma. 2011c. Recommending friends and locations based on individual location history. ACM Transaction on the Web 5, 1 (2011), 5-44.
    • (2011) ACM Transaction on the Web , vol.5 , Issue.1 , pp. 5-44
    • Zheng, Y.1    Zhang, L.2    Ma, Z.3    Xie, X.4    Ma, W.-Y.5
  • 159
    • 84930620695 scopus 로고    scopus 로고
    • GeoLife Data: http://research.microsoft.com/en-us/downloads/b16d359d-d164-469e-9fd4-daa38f2b2e13/ default.aspx.
    • GeoLife Data
  • 160
    • 84930661702 scopus 로고    scopus 로고
    • T-Drive Data: http://research.microsoft.com/apps/pubs/?id=152883.
    • T-Drive Data
  • 162
    • 84930614075 scopus 로고    scopus 로고
    • User check-in data: https://www.dropbox.com/s/4nwb7zpsj25ibyh/check-in%20data.zip.
    • User Check-in Data
  • 165
    • 84930620421 scopus 로고    scopus 로고
    • Movebank data: https://www.movebank.org/.
    • Movebank Data


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.