메뉴 건너뛰기




Volumn , Issue , 2011, Pages 99-108

iBAT: Detecting anomalous taxi trajectories from GPS traces

Author keywords

anomalous trajectory detection; gps trace; isolation based anomaly detection; taxi

Indexed keywords

ANOMALOUS TRAJECTORY DETECTION; ANOMALY DETECTION; CHANGE DETECTION; DETECTION METHODS; DETECTION RATES; DRIVING PATTERN; FALSE ALARM RATE; FRAUD DETECTION; HUMAN BEHAVIORS; ROAD NETWORK; TAXI;

EID: 80054058907     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2030112.2030127     Document Type: Conference Paper
Times cited : (287)

References (31)
  • 1
    • 33749539634 scopus 로고    scopus 로고
    • Outlier detection by active learning
    • N. Abe, B. Zadrozny, and J. Langford. Outlier detection by active learning. In Proc. KDD 2006, pages 504-509, 2006.
    • (2006) Proc. KDD 2006 , pp. 504-509
    • Abe, N.1    Zadrozny, B.2    Langford, J.3
  • 3
    • 67149118905 scopus 로고    scopus 로고
    • Dolphin: An efficient algorithm for mining distance-based outliers in very large datasets
    • F. Angiulli and F. Fassetti. Dolphin: An efficient algorithm for mining distance-based outliers in very large datasets. ACM-TKDD, 3(1), 2009.
    • (2009) ACM-TKDD , vol.3 , Issue.1
    • Angiulli, F.1    Fassetti, F.2
  • 4
    • 0031191630 scopus 로고    scopus 로고
    • The use of the area under the ROC curve in the evaluation of machine learning algorithms
    • A. P. Bradley. The use of the area under the ROC curve in the evaluation of machine learning algorithms. Pattern Recognition, 30(7):1145-1159, 1997.
    • (1997) Pattern Recognition , vol.30 , Issue.7 , pp. 1145-1159
    • Bradley, A.P.1
  • 6
    • 70350671491 scopus 로고    scopus 로고
    • Efficient anomaly monitoring over moving object trajectory streams
    • Y. Bu, L. Chen, A. W.-C. Fu, and D. Liu. Efficient anomaly monitoring over moving object trajectory streams. In Proc. KDD 2009, pages 159-168, 2009.
    • (2009) Proc. KDD 2009 , pp. 159-168
    • Bu, Y.1    Chen, L.2    Fu, A.W.-C.3    Liu, D.4
  • 7
    • 74049134294 scopus 로고    scopus 로고
    • From GPS traces to a routable road map
    • L. Cao and J. Krumm. From GPS traces to a routable road map. In Proc. GIS 2009, pages 3-12, 2009.
    • (2009) Proc. GIS 2009 , pp. 3-12
    • Cao, L.1    Krumm, J.2
  • 8
    • 85072464853 scopus 로고    scopus 로고
    • Route prediction from trip observations
    • J. Froehlich and J. Krumm. Route prediction from trip observations. In Proc. SAE 2008, pages 1031-1038, 2008.
    • (2008) Proc. SAE 2008 , pp. 1031-1038
    • Froehlich, J.1    Krumm, J.2
  • 10
    • 44849122540 scopus 로고    scopus 로고
    • Understanding individual human mobility patterns
    • DOI 10.1038/nature06958, PII NATURE06958
    • M. C. Gonzalez, C. A. Hidalgo, and A.-L. Barabasi. Understanding individual human mobility patterns. Nature, 453(5):779-782, 2008. (Pubitemid 351793783)
    • (2008) Nature , vol.453 , Issue.7196 , pp. 779-782
    • Gonzalez, M.C.1    Hidalgo, C.A.2    Barabasi, A.-L.3
  • 11
    • 0037410488 scopus 로고    scopus 로고
    • Discovering cluster-based local outliers
    • Z. He, X. Xu, and S. Deng. Discovering cluster-based local outliers. Pattern Recognition Letters, 24(9-10):1641-1650, 2003.
    • (2003) Pattern Recognition Letters , vol.24 , Issue.9-10 , pp. 1641-1650
    • He, Z.1    Xu, X.2    Deng, S.3
  • 12
    • 0034133513 scopus 로고    scopus 로고
    • Distance-based outliers: Algorithms and applications
    • E. M. Knorr, R. T. Ng, and V. Tucakov. Distance-based outliers: Algorithms and applications. VLDB Journal, 8(3-4):237-253, 2000.
    • (2000) VLDB Journal , vol.8 , Issue.3-4 , pp. 237-253
    • Knorr, E.M.1    Ng, R.T.2    Tucakov, V.3
  • 13
    • 33750318706 scopus 로고    scopus 로고
    • Predestination: Inferring destinations from partial trajectories
    • J. Krumm and E. Horvitz. Predestination: Inferring destinations from partial trajectories. In Proc. Ubicomp 2006, pages 243-260, 2006.
    • (2006) Proc. Ubicomp 2006 , pp. 243-260
    • Krumm, J.1    Horvitz, E.2
  • 14
    • 52649161757 scopus 로고    scopus 로고
    • Trajectory outlier detection: A partition-and-detect framework
    • J.-G. Lee, J. Han, and X. Li. Trajectory outlier detection: A partition-and-detect framework. In Proc. ICDE 2008, pages 140-149, 2008.
    • (2008) Proc. ICDE 2008 , pp. 140-149
    • Lee, J.-G.1    Han, J.2    Li, X.3
  • 15
    • 79958070495 scopus 로고    scopus 로고
    • Hunting or waiting? Discovering passenger-finding strategies from a large-scale real-world taxi dataset
    • B. Li, D. Zhang, L. Sun, C. Chen, S. Li, G. Qi, and Q. Yang. Hunting or waiting? discovering passenger-finding strategies from a large-scale real-world taxi dataset. In MUCS'11 in conjunction with PerCom 2011, pages 63-68, 2011.
    • (2011) MUCS'11 in Conjunction with PerCom 2011 , pp. 63-68
    • Li, B.1    Zhang, D.2    Sun, L.3    Chen, C.4    Li, S.5    Qi, G.6    Yang, Q.7
  • 16
    • 70449100637 scopus 로고    scopus 로고
    • ROAM: Rule- and motif-based anomaly detection in massive moving object data sets
    • X. Li, J. Han, S. Kim, and H. Gonzalez. ROAM: Rule- and motif-based anomaly detection in massive moving object data sets. In Proc. SDM 2007, pages 273-284, 2007.
    • (2007) Proc. SDM 2007 , pp. 273-284
    • Li, X.1    Han, J.2    Kim, S.3    Gonzalez, H.4
  • 17
    • 67649653756 scopus 로고    scopus 로고
    • Temporal outlier detection in vehicle traffic data
    • X. Li, Z. Li, J. Han, and J.-G. Lee. Temporal outlier detection in vehicle traffic data. In Proc. ICDE 2009, pages 1319-1322, 2009.
    • (2009) Proc. ICDE 2009 , pp. 1319-1322
    • Li, X.1    Li, Z.2    Han, J.3    Lee, J.-G.4
  • 18
    • 34147182909 scopus 로고    scopus 로고
    • Learning and inferring transportation routines
    • DOI 10.1016/j.artint.2007.01.006, PII S0004370207000380
    • L. Liao, D. J. Patterson, D. Fox, and H. Kautz. Learning and inferring transportation routines. Artificial Intelligence, 171(5-6):311-331, 2007. (Pubitemid 46560477)
    • (2007) Artificial Intelligence , vol.171 , Issue.5-6 , pp. 311-331
    • Liao, L.1    Patterson, D.J.2    Fox, D.3    Kautz, H.4
  • 19
    • 78650933347 scopus 로고    scopus 로고
    • Anomaly detection in GPS data based on visual analytics
    • Z. Liao, Y. Yu, and B. Chen. Anomaly detection in GPS data based on visual analytics. In Proc. VAST 2010, pages 51-58, 2010.
    • (2010) Proc. VAST 2010 , pp. 51-58
    • Liao, Z.1    Yu, Y.2    Chen, B.3
  • 21
    • 78149286189 scopus 로고    scopus 로고
    • Uncovering cabdrivers' behavior patterns from their digital traces
    • L. Liu, C. Andrisa, and C. Rattia. Uncovering cabdrivers' behavior patterns from their digital traces. Computers, Environment and Urban Systems, 34(6):541-548, 2010.
    • (2010) Computers, Environment and Urban Systems , vol.34 , Issue.6 , pp. 541-548
    • Liu, L.1    Andrisa, C.2    Rattia, C.3
  • 24
    • 80054010013 scopus 로고    scopus 로고
    • Measuring social functions of city regions from large-scale taxi behaviors
    • G. Qi, X. Li, S. Li, G. Pan, and D. Zhang. Measuring social functions of city regions from large-scale taxi behaviors. In Proc. PerCom 2011, pages 21-25, 2010.
    • (2010) Proc. PerCom 2011 , pp. 21-25
    • Qi, G.1    Li, X.2    Li, S.3    Pan, G.4    Zhang, D.5
  • 25
    • 84898480411 scopus 로고    scopus 로고
    • Semi-supervised learning for anomalous trajectory detection
    • R. R. Sillito and R. B. Fisher. Semi-supervised learning for anomalous trajectory detection. In Proc. BMVC 2008, pages 1035-1044, 2008.
    • (2008) Proc. BMVC 2008 , pp. 1035-1044
    • Sillito, R.R.1    Fisher, R.B.2
  • 27
    • 79960927340 scopus 로고    scopus 로고
    • The emergence of social and community intelligence
    • July
    • D. Zhang, B. Guo, and Z. Yu. The emergence of social and community intelligence. IEEE-Computer, July:21-28, 2011.
    • (2011) IEEE-Computer , pp. 21-28
    • Zhang, D.1    Guo, B.2    Yu, Z.3
  • 28
    • 85078067524 scopus 로고    scopus 로고
    • Collaborative filtering meets mobile recommendation: A user-centered approach
    • V. W. Zheng, B. Cao, Y. Zheng, X. Xie, and Q. Yang. Collaborative filtering meets mobile recommendation: A user-centered approach. In Proc. AAAI 2010, 2010.
    • (2010) Proc. AAAI 2010
    • Zheng, V.W.1    Cao, B.2    Zheng, Y.3    Xie, X.4    Yang, Q.5
  • 29
    • 84865656232 scopus 로고    scopus 로고
    • Mining interesting locations and travel sequences from GPS trajectories
    • Y. Zheng, L. Zhang, X. Xie, and W.-Y. Ma. Mining interesting locations and travel sequences from GPS trajectories. In Proc. WWW 2009, pages 791-800, 2009.
    • (2009) Proc. WWW 2009 , pp. 791-800
    • Zheng, Y.1    Zhang, L.2    Xie, X.3    Ma, W.-Y.4
  • 30
    • 59249102268 scopus 로고    scopus 로고
    • Navigate like a cabbie: Probabilistic reasoning from observed context-aware behavior
    • B. D. Ziebart, A. L. Maas, A. K. Dey, and J. A. Bagnell. Navigate like a cabbie: probabilistic reasoning from observed context-aware behavior. In Proc. Ubicomp 2008, pages 322-331, 2008.
    • (2008) Proc. Ubicomp 2008 , pp. 322-331
    • Ziebart, B.D.1    Maas, A.L.2    Dey, A.K.3    Bagnell, J.A.4
  • 31
    • 33747729581 scopus 로고    scopus 로고
    • Inverted files for text search engines
    • J. Zobel and A. Moffat. Inverted files for text search engines. ACM Computing Surveys, 38(2), 2006.
    • (2006) ACM Computing Surveys , vol.38 , Issue.2
    • Zobel, J.1    Moffat, A.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.