메뉴 건너뛰기




Volumn 12, Issue , 2014, Pages 1-16

Mining GPS data for mobility patterns: A survey

Author keywords

GPS data; Mobile computing; Mobility pattern; Ubiquitous computing

Indexed keywords

BEHAVIORAL RESEARCH; MOBILE COMPUTING; SURVEYS; UBIQUITOUS COMPUTING;

EID: 84901589370     PISSN: 15741192     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.pmcj.2013.06.005     Document Type: Conference Paper
Times cited : (137)

References (88)
  • 1
    • 77149139158 scopus 로고    scopus 로고
    • Limits of predictability in human mobility
    • C. Song, Z. Qu, N. Blumm, and A.-L. Barabái Limits of predictability in human mobility Science 327 2010 1018 1021
    • (2010) Science , vol.327 , pp. 1018-1021
    • Song, C.1    Qu, Z.2    Blumm, N.3    Barabái, A.-L.4
  • 2
    • 44849122540 scopus 로고    scopus 로고
    • Understanding individual human mobility patterns
    • M.C. González, C.A. Hidalgo, and A.-L. Barabási Understanding individual human mobility patterns Nature 453 2008 779 782
    • (2008) Nature , vol.453 , pp. 779-782
    • González, M.C.1    Hidalgo, C.A.2    Barabási, A.-L.3
  • 3
    • 77957566436 scopus 로고    scopus 로고
    • Modelling the scaling properties of human mobility
    • C. Song, T. Koren, P. Wang, and A.-L. Barabái Modelling the scaling properties of human mobility Nature Physics 6 2010 818 823
    • (2010) Nature Physics , vol.6 , pp. 818-823
    • Song, C.1    Koren, T.2    Wang, P.3    Barabái, A.-L.4
  • 5
    • 74049086694 scopus 로고    scopus 로고
    • Cognitive personal positioning based on activity map and adaptive particle filter
    • H. Fang, W.-J. Hsu, L. Rudolph, Cognitive personal positioning based on activity map and adaptive particle filter, in: MSWiM, 2009, pp. 405-412.
    • (2009) MSWiM , pp. 405-412
    • Fang, H.1    Hsu, W.-J.2    Rudolph, L.3
  • 6
    • 70350335588 scopus 로고    scopus 로고
    • Mining user position log for construction of personalized activity map
    • H. Fang, W.-J. Hsu, L. Rudolph, Mining user position log for construction of personalized activity map, in: ADMA, 2009, pp. 444-452.
    • (2009) ADMA , pp. 444-452
    • Fang, H.1    Hsu, W.-J.2    Rudolph, L.3
  • 7
    • 66349131932 scopus 로고    scopus 로고
    • Understanding the spreading patterns of mobile phone viruses
    • P. Wang, M.C. González, C.A. Hidalgo, and A.-L. Barabái Understanding the spreading patterns of mobile phone viruses Science 324 5930 2009 1071 1076
    • (2009) Science , vol.324 , Issue.5930 , pp. 1071-1076
    • Wang, P.1    González, M.C.2    Hidalgo, C.A.3    Barabái, A.-L.4
  • 8
    • 77956401145 scopus 로고    scopus 로고
    • Mobility profiler: A framework for discovering mobility profiles of cell phone users
    • M.A. Bayir, M. Demirbas, and N. Eagle Mobility profiler: a framework for discovering mobility profiles of cell phone users Pervasive and Mobile Computing 6 4 2010 435 454
    • (2010) Pervasive and Mobile Computing , vol.6 , Issue.4 , pp. 435-454
    • Bayir, M.A.1    Demirbas, M.2    Eagle, N.3
  • 11
    • 78650981102 scopus 로고    scopus 로고
    • Step: A spatio-temporal mobility model for humans walks
    • S. Hong, K. Lee, I. Rhee, Step: a spatio-temporal mobility model for humans walks, in: MASS, 2010, pp. 630-635.
    • (2010) MASS , pp. 630-635
    • Hong, S.1    Lee, K.2    Rhee, I.3
  • 12
    • 0142156648 scopus 로고    scopus 로고
    • Inferring high-level behavior from low-level sensors
    • D.J. Patterson, L. Liao, D. Fox, H. Kautz, Inferring high-level behavior from low-level sensors, in: UbiComp, 2003, pp. 73-89.
    • (2003) UbiComp , pp. 73-89
    • Patterson, D.J.1    Liao, L.2    Fox, D.3    Kautz, H.4
  • 13
    • 33845734599 scopus 로고    scopus 로고
    • Extracting places and activities from GPS traces using hierarchical conditional random fields
    • L. Liao, D. Fox, and H. Kautz Extracting places and activities from GPS traces using hierarchical conditional random fields International Journal of Robotics Research 26 2007 119 134
    • (2007) International Journal of Robotics Research , vol.26 , pp. 119-134
    • Liao, L.1    Fox, D.2    Kautz, H.3
  • 14
    • 34547303670 scopus 로고    scopus 로고
    • Mining frequent spatio-temporal sequential patterns
    • H. Cao, N. Mamoulis, D.W. Cheung, Mining frequent spatio-temporal sequential patterns, in: ICDM, 2005, pp. 82-89.
    • (2005) ICDM , pp. 82-89
    • Cao, H.1    Mamoulis, N.2    Cheung, D.W.3
  • 16
    • 84875644869 scopus 로고    scopus 로고
    • Using GPS to learn significant locations and predict movement across multiple users
    • D. Ashbrook, and T. Starner Using GPS to learn significant locations and predict movement across multiple users Personal and Ubiquitous Computing 7 2003 275 286
    • (2003) Personal and Ubiquitous Computing , vol.7 , pp. 275-286
    • Ashbrook, D.1    Starner, T.2
  • 17
    • 84867447757 scopus 로고    scopus 로고
    • Contextual conditional models for smartphone-based human mobility prediction
    • T.M.T. Do, D. Gatica-Perez, Contextual conditional models for smartphone-based human mobility prediction, in: UbiComp, 2012, pp. 163-172.
    • (2012) UbiComp , pp. 163-172
    • Do, T.M.T.1    Gatica-Perez, D.2
  • 18
    • 84869139572 scopus 로고    scopus 로고
    • Mining user similarity based on location history
    • Q. Li, Y. Zheng, X. Xie, Y. Chen, W. Liu, W.-Y. Ma, Mining user similarity based on location history, in: GIS, 2008, pp. 1-10.
    • (2008) GIS , pp. 1-10
    • Li, Q.1    Zheng, Y.2    Xie, X.3    Chen, Y.4    Liu, W.5    Ma, W.-Y.6
  • 19
    • 84865656232 scopus 로고    scopus 로고
    • Mining interesting locations and travel sequences from GPS trajectories
    • Y. Zheng, L. Zhang, X. Xie, W.-Y. Ma, Mining interesting locations and travel sequences from GPS trajectories, in: WWW, 2009, pp. 791-800.
    • (2009) WWW , pp. 791-800
    • Zheng, Y.1    Zhang, L.2    Xie, X.3    Ma, W.-Y.4
  • 21
    • 0029509937 scopus 로고
    • Modelling urban growth patterns
    • H.A. Makse, S. Havlin, and H. Stanley Modelling urban growth patterns Nature 377 1995 608 612
    • (1995) Nature , vol.377 , pp. 608-612
    • Makse, H.A.1    Havlin, S.2    Stanley, H.3
  • 22
    • 0035163704 scopus 로고    scopus 로고
    • Embedding economies of scale concepts for hub network design
    • M.W. Horner, and M.E. O'Kelly Embedding economies of scale concepts for hub network design Journal of Transport Geography 9 4 2001 255 265
    • (2001) Journal of Transport Geography , vol.9 , Issue.4 , pp. 255-265
    • Horner, M.W.1    O'Kelly, M.E.2
  • 23
    • 33846670320 scopus 로고    scopus 로고
    • Modeling the worldwide spread of pandemic influenza: Baseline case and containment interventions
    • V. Colizza, A. Barrat, M. Barthelemy, A.-J. Valleron, and A. Vespignani Modeling the worldwide spread of pandemic influenza: baseline case and containment interventions PLoS Medicine 4 2007 e13
    • (2007) PLoS Medicine , vol.4 , pp. 13
    • Colizza, V.1    Barrat, A.2    Barthelemy, M.3    Valleron, A.-J.4    Vespignani, A.5
  • 24
    • 34548853976 scopus 로고    scopus 로고
    • The wireless epidemic
    • J. Kleinberg The wireless epidemic Nature 449 2007 287 288
    • (2007) Nature , vol.449 , pp. 287-288
    • Kleinberg, J.1
  • 27
    • 84901612267 scopus 로고    scopus 로고
    • Global mobility, energy use and climate constraints
    • A. Schäfer, Global mobility, energy use and climate constraints, in: International Energy Workshop, 2011.
    • (2011) International Energy Workshop
    • Schäfer, A.1
  • 29
    • 84901638372 scopus 로고    scopus 로고
    • MIT media lab, 2012. http://realitycommons.media.mit.edu/index.html.
    • (2012) MIT Media Lab
  • 30
    • 30344486245 scopus 로고    scopus 로고
    • Crawdad: A community resource for archiving wireless data at dartmouth
    • D. Kotz, and T. Henderson Crawdad: a community resource for archiving wireless data at dartmouth IEEE Pervasive Computing 4 2005 12 14
    • (2005) IEEE Pervasive Computing , vol.4 , pp. 12-14
    • Kotz, D.1    Henderson, T.2
  • 32
    • 11244321489 scopus 로고    scopus 로고
    • The changing usage of a mature campus-wide wireless network
    • T. Henderson, D. Kotz, I. Abyzov, The changing usage of a mature campus-wide wireless network, in: MobiCom, 2004, pp. 187-201.
    • (2004) MobiCom , pp. 187-201
    • Henderson, T.1    Kotz, D.2    Abyzov, I.3
  • 33
    • 84901597007 scopus 로고    scopus 로고
    • Y. Zheng, Geolife, 2010. http://research.microsoft.com/en-us/downloads/ b16d359d-d164-469e-9fd4-daa38f2b2e13/default.aspx.
    • (2010) Geolife
    • Zheng, Y.1
  • 35
    • 33644592520 scopus 로고    scopus 로고
    • Synthetic generation of cellular network positioning data
    • F. Giannotti, A. Mazzoni, S. Puntoni, C. Renso, Synthetic generation of cellular network positioning data, in: GIS, 2005, pp. 12-20.
    • (2005) GIS , pp. 12-20
    • Giannotti, F.1    Mazzoni, A.2    Puntoni, S.3    Renso, C.4
  • 36
  • 40
    • 79952042415 scopus 로고    scopus 로고
    • Trace-based mobility modeling for multi-hop wireless networks
    • N. Aschenbruck, A. Munjal, and T. Camp Trace-based mobility modeling for multi-hop wireless networks Computer Communications 34 6 2011 704 714
    • (2011) Computer Communications , vol.34 , Issue.6 , pp. 704-714
    • Aschenbruck, N.1    Munjal, A.2    Camp, T.3
  • 41
    • 84855811090 scopus 로고    scopus 로고
    • From movement tracks through events to places: Extracting and characterizing significant places from mobility data
    • G. Andrienko, N. Andrienko, C. Hurter, S. Rinzivillo, S. Wrobel, From movement tracks through events to places: extracting and characterizing significant places from mobility data, in: IEEE VAST, 2011, pp. 161-170.
    • (2011) IEEE VAST , pp. 161-170
    • Andrienko, G.1    Andrienko, N.2    Hurter, C.3    Rinzivillo, S.4    Wrobel, S.5
  • 42
    • 19544376847 scopus 로고    scopus 로고
    • Discovering personal gazetteers: An interactive clustering approach
    • C. Zhou, D. Frankowski, P. Ludford, S. Shekhar, L. Terveen, Discovering personal gazetteers: an interactive clustering approach, in: GIS, 2004, pp. 266-273.
    • (2004) GIS , pp. 266-273
    • Zhou, C.1    Frankowski, D.2    Ludford, P.3    Shekhar, S.4    Terveen, L.5
  • 44
    • 77958490542 scopus 로고    scopus 로고
    • A system for destination and future route prediction based on trajectory mining
    • L. Chen, M. Lv, and G. Chen A system for destination and future route prediction based on trajectory mining Pervasive and Mobile Computing 6 2010 657 676
    • (2010) Pervasive and Mobile Computing , vol.6 , pp. 657-676
    • Chen, L.1    Lv, M.2    Chen, G.3
  • 45
    • 85170282443 scopus 로고    scopus 로고
    • A density-based algorithm for discovering clusters in large spatial databases with noise
    • M. Ester, H.Peter Kriegel, J. Sander, X. Xu, A density-based algorithm for discovering clusters in large spatial databases with noise, in: KDD, 1996, pp. 226-231.
    • (1996) KDD , pp. 226-231
    • Ester, M.1    Kriegel H.Peter2    Sander, J.3    Xu, X.4
  • 46
    • 0347172110 scopus 로고    scopus 로고
    • Optics: Ordering points to identify the clustering structure
    • M. Ankerst, M.M. Breunig, H.-P. Kriegel, J. Sander, Optics: ordering points to identify the clustering structure, in: SIGMOD, 1999, pp. 49-60.
    • (1999) SIGMOD , pp. 49-60
    • Ankerst, M.1    Breunig, M.M.2    Kriegel, H.-P.3    Sander, J.4
  • 47
    • 4243148480 scopus 로고    scopus 로고
    • Authoritative sources in a hyperlinked environment
    • J.M. Kleinberg Authoritative sources in a hyperlinked environment Journal of the ACM 46 5 1999 604 632
    • (1999) Journal of the ACM , vol.46 , Issue.5 , pp. 604-632
    • Kleinberg, J.M.1
  • 48
    • 34547176952 scopus 로고    scopus 로고
    • Project lachesis: Parsing and modeling location histories
    • R. Hariharan, K. Toyama, Project lachesis: parsing and modeling location histories, in: GIS, 2004, pp. 106-124.
    • (2004) GIS , pp. 106-124
    • Hariharan, R.1    Toyama, K.2
  • 49
    • 33750318706 scopus 로고    scopus 로고
    • Predestination: Inferring destinations from partial trajectories
    • J. Krumm, E. Horvitz, Predestination: inferring destinations from partial trajectories, in: Ubicomp, 2006, pp. 243-260.
    • (2006) Ubicomp , pp. 243-260
    • Krumm, J.1    Horvitz, E.2
  • 50
  • 51
    • 84867472390 scopus 로고    scopus 로고
    • Predictability of individuals' mobility with high-resolution positioning data
    • M. Lin, W.-J. Hsu, Z.Q. Lee, Predictability of individuals' mobility with high-resolution positioning data, in: Ubicomp, 2012, pp. 381-390.
    • (2012) Ubicomp , pp. 381-390
    • Lin, M.1    Hsu, W.-J.2    Lee, Z.Q.3
  • 52
    • 0018019231 scopus 로고
    • Compression of individual sequences via variable-rate coding
    • J. Ziv, and A. Lempel Compression of individual sequences via variable-rate coding IEEE Transactions on Information Theory 24 5 1978 530 536
    • (1978) IEEE Transactions on Information Theory , vol.24 , Issue.5 , pp. 530-536
    • Ziv, J.1    Lempel, A.2
  • 53
    • 57349138263 scopus 로고    scopus 로고
    • Learning transportation mode from raw GPS data for geographic applications on the web
    • Y. Zheng, L. Liu, L.-H. Wang, X. Xie, Learning transportation mode from raw GPS data for geographic applications on the web, in: WWW, 2008, pp. 247-256.
    • (2008) WWW , pp. 247-256
    • Zheng, Y.1    Liu, L.2    Wang, L.-H.3    Xie, X.4
  • 54
    • 76249092316 scopus 로고    scopus 로고
    • Understanding transportation modes based on GPS data for web applications
    • Y. Zheng, Y. Chen, Q. Li, X. Xie, and W.-Y. Ma 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
  • 55
    • 59249083364 scopus 로고    scopus 로고
    • Understanding mobility based on GPS data
    • Y. Zheng, Q. Li, Y. Chen, X. Xie, W.-Y. Ma, Understanding mobility based on GPS data, in: UbiComp, 2008, pp. 312-321.
    • (2008) UbiComp , pp. 312-321
    • Zheng, Y.1    Li, Q.2    Chen, Y.3    Xie, X.4    Ma, W.-Y.5
  • 58
    • 35449007737 scopus 로고    scopus 로고
    • Trajectory clustering: A partition-and-group framework
    • J.-G. Lee, J. Han, Trajectory clustering: a partition-and-group framework, in: SIGMOD, 2007, pp. 593-604.
    • (2007) SIGMOD , pp. 593-604
    • Lee, J.-G.1    Han, J.2
  • 59
    • 77949349871 scopus 로고    scopus 로고
    • Traclass: Trajectory classification using hierarchical region-based and trajectory-based clustering
    • J.-G. Lee, J. Han, X. Li, and H. Gonzalez Traclass: trajectory classification using hierarchical region-based and trajectory-based clustering Proceedings of the VLDB Endowment 1 1 2008 1081 1094
    • (2008) Proceedings of the VLDB Endowment , vol.1 , Issue.1 , pp. 1081-1094
    • Lee, J.-G.1    Han, J.2    Li, X.3    Gonzalez, H.4
  • 68
    • 33749617732 scopus 로고    scopus 로고
    • Effective density queries on continuously moving objects
    • C.S. Jensen, D. Lin, B. Chin, O.R. Zhang, Effective density queries on continuously moving objects, in: ICDE, 2006, p. 71.
    • (2006) ICDE , pp. 71
    • Jensen, C.S.1    Lin, D.2    Chin, B.3    Zhang, O.R.4
  • 70
    • 70350649119 scopus 로고    scopus 로고
    • Wherenext: A location predictor on trajectory pattern mining
    • A. Monreale, F. Pinelli, R. Trasarti, F. Giannotti, Wherenext: a location predictor on trajectory pattern mining, in: KDD, 2009, pp. 637-646.
    • (2009) KDD , pp. 637-646
    • Monreale, A.1    Pinelli, F.2    Trasarti, R.3    Giannotti, F.4
  • 71
    • 84883516292 scopus 로고    scopus 로고
    • Uncovering temporal and spatial localities in individuals' mobility
    • M. Lin, Z.Q. Lee, W.-J. Hsu, Uncovering temporal and spatial localities in individuals' mobility, in: MDM, 2013.
    • (2013) MDM
    • Lin, M.1    Lee, Z.Q.2    Hsu, W.-J.3
  • 72
    • 0002221136 scopus 로고
    • Fast algorithms for mining association rules
    • R. Agrawal, R. Srikant, Fast algorithms for mining association rules, in: VLDB, 1994, pp. 487-499.
    • (1994) VLDB , pp. 487-499
    • Agrawal, R.1    Srikant, R.2
  • 73
    • 0032627945 scopus 로고    scopus 로고
    • Efficient mining of partial periodic patterns in time series database
    • J. Han, G. Dong, Y. Yin, Efficient mining of partial periodic patterns in time series database, in: ICDE, 1999, pp. 106-115.
    • (1999) ICDE , pp. 106-115
    • Han, J.1    Dong, G.2    Yin, Y.3
  • 75
    • 0002165558 scopus 로고    scopus 로고
    • Rao-blackwellised particle filtering for dynamic Bayesian networks
    • A. Doucet, N. de Freitas, K.P. Murphy, S.J. Russell, Rao-blackwellised particle filtering for dynamic Bayesian networks, in: UAI, 2000, pp. 176-183.
    • (2000) UAI , pp. 176-183
    • Doucet, A.1    De Freitas, N.2    Murphy, K.P.3    Russell, S.J.4
  • 77
    • 0142192295 scopus 로고    scopus 로고
    • Conditional random fields: Probabilistic models for segmenting and labeling sequence data
    • J.D. Lafferty, A. McCallum, F.C.N. Pereira, Conditional random fields: probabilistic models for segmenting and labeling sequence data, in: ICML, 2001, pp. 282-289.
    • (2001) ICML , pp. 282-289
    • Lafferty, J.D.1    McCallum, A.2    Pereira, F.C.N.3
  • 78
  • 79
    • 84878626813 scopus 로고    scopus 로고
    • Classification and prediction of whereabouts patterns from the reality mining dataset
    • L. Ferrari, and M. Mamei Classification and prediction of whereabouts patterns from the reality mining dataset Pervasive and Mobile Computing 9 4 2012 516 527
    • (2012) Pervasive and Mobile Computing , vol.9 , Issue.4 , pp. 516-527
    • Ferrari, L.1    Mamei, M.2
  • 82
    • 0024610919 scopus 로고
    • A tutorial on hidden Markov models and selected applications in speech recognition
    • L. Rabiner A tutorial on hidden Markov models and selected applications in speech recognition Proceedings of the IEEE 77 2 1989 257 286
    • (1989) Proceedings of the IEEE , vol.77 , Issue.2 , pp. 257-286
    • Rabiner, L.1
  • 83
    • 84946230701 scopus 로고    scopus 로고
    • Lezi-update: An information-theoretic approach to track mobile users in pcs networks
    • A. Bhattacharya, S.K. Das, Lezi-update: an information-theoretic approach to track mobile users in pcs networks, in: MobiCom, 1999, pp. 1-12.
    • (1999) MobiCom , pp. 1-12
    • Bhattacharya, A.1    Das, S.K.2
  • 86
    • 0021405335 scopus 로고
    • Data compression using adaptive coding and partial string matching
    • J. Cleary, and I. Witten Data compression using adaptive coding and partial string matching IEEE Transactions on Communications 32 4 1984 396 402
    • (1984) IEEE Transactions on Communications , vol.32 , Issue.4 , pp. 396-402
    • Cleary, J.1    Witten, I.2
  • 88
    • 0030282113 scopus 로고    scopus 로고
    • The power of amnesia: Learning probabilistic automata with variable memory length
    • D. Ron, Y. Singer, and N. Tishby The power of amnesia: learning probabilistic automata with variable memory length Machine Learning 1996 117 149
    • (1996) Machine Learning , pp. 117-149
    • Ron, D.1    Singer, Y.2    Tishby, N.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.