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Volumn 30, Issue 4, 2016, Pages 785-800

Privacy and spatial pattern preservation in masked GPS trajectory data

Author keywords

GPS; masking; obfuscation; Privacy; trajectory

Indexed keywords

ACCURACY ASSESSMENT; GPS; PRECISION; QUALITATIVE ANALYSIS; SATELLITE DATA; SPATIAL DATA; TRAJECTORY;

EID: 84955655261     PISSN: 13658816     EISSN: 13623087     Source Type: Journal    
DOI: 10.1080/13658816.2015.1101767     Document Type: Article
Times cited : (61)

References (47)
  • 1
    • 44349178105 scopus 로고    scopus 로고
    • The perceived impact of location privacy: a web-based survey of public health perspectives and requirements in the UK and Canada
    • P.AbdelMalik,, M.N.K.Boulos,, and R.Jones,, 2008. The perceived impact of location privacy: a web-based survey of public health perspectives and requirements in the UK and Canada. Bmc Public Health, 8 (1), 156–159. doi:10.1186/1471-2458-8-156
    • (2008) Bmc Public Health , vol.8 , Issue.1
    • AbdelMalik, P.1    Boulos, M.N.K.2    Jones, R.3
  • 2
    • 77957037068 scopus 로고    scopus 로고
    • Geomasking sensitive health data and privacy protection: an evaluation using an E911 database
    • W.B.Allshouse,, et al., 2010. Geomasking sensitive health data and privacy protection: an evaluation using an E911 database. Geocarto International, 25 (6), 443–452. doi:10.1080/10106049.2010.496496
    • (2010) Geocarto International , vol.25 , Issue.6 , pp. 443-452
    • Allshouse, W.B.1
  • 3
    • 70349280443 scopus 로고    scopus 로고
    • A model for enriching trajectories with semantic geographical information
    • Samet H., Shahabi C., Schneider M., (eds), Seattle, WA: November
    • L.O.Alvares,, et al., 2007. A model for enriching trajectories with semantic geographical information. In: H.Samet, C.Shahabi, and M.Schneider, eds. 15th ACM international symposium on geographic information systems, ACM-GIS 2007, Seattle, WA: November7–9. ACM.
    • (2007) 15th ACM international symposium on geographic information systems, ACM-GIS 2007
    • Alvares, L.O.1
  • 5
    • 0033559186 scopus 로고    scopus 로고
    • Geographically masking health data to preserve confidentiality
    • M.P.Armstrong,, G.Rushton,, and D.L.Zimmerman,, 1999. Geographically masking health data to preserve confidentiality. Statistics in Medicine, 18 (5), 497–525.
    • (1999) Statistics in Medicine , vol.18 , Issue.5 , pp. 497-525
    • Armstrong, M.P.1    Rushton, G.2    Zimmerman, D.L.3
  • 6
    • 70350027606 scopus 로고    scopus 로고
    • Washington, DC: U.S. Department of Justice, Bureau of Justice Statistics
    • K.Baum,, et al., 2009. Stalking victimization in the United States. Washington, DC: U.S. Department of Justice, Bureau of Justice Statistics.
    • (2009) Stalking victimization in the United States
    • Baum, K.1
  • 7
    • 84921921210 scopus 로고    scopus 로고
    • When enough is enough: location tracking, mosaic theory, and machine learning
    • Available from:, August
    • S.N.Bellovin,, et al., 2014. When enough is enough: location tracking, mosaic theory, and machine learning. NYU Journal of Law and Liberty, 8 Available from: http://ssrn.com/abstract=2320019 [Accessed 6August 2015].
    • (2014) NYU Journal of Law and Liberty , vol.8
    • Bellovin, S.N.1
  • 8
    • 68349094975 scopus 로고    scopus 로고
    • Musings on privacy issues in health research involving disaggregate geographic data about individuals
    • M.N.K.Boulos,, A.J.Curtis,, and P.AbdelMalik,, 2009. Musings on privacy issues in health research involving disaggregate geographic data about individuals. International Journal of Health Geographics, 8, 46. doi:10.1186/1476-072X-8-46
    • (2009) International Journal of Health Geographics , vol.8 , pp. 46
    • Boulos, M.N.K.1    Curtis, A.J.2    AbdelMalik, P.3
  • 9
    • 51049112050 scopus 로고    scopus 로고
    • Re-identification of home addresses from spatial locations anonymized by Gaussian skew
    • C.A.Cassa,, S.C.Wieland,, and K.D.Mandl,, 2008. Re-identification of home addresses from spatial locations anonymized by Gaussian skew. International Journal of Health Geographics, 7, 45. doi:10.1186/1476-072X-7-45
    • (2008) International Journal of Health Geographics , vol.7 , pp. 45
    • Cassa, C.A.1    Wieland, S.C.2    Mandl, K.D.3
  • 11
    • 84866628169 scopus 로고    scopus 로고
    • Trajectory privacy in location-based services and data publication
    • C.-Y.Chow, and M.F.Mokbel,, 2011. Trajectory privacy in location-based services and data publication. ACM SIGKDD Explorations Newsletter, 13 (1), 19–29. doi:10.1145/2031331
    • (2011) ACM SIGKDD Explorations Newsletter , vol.13 , Issue.1 , pp. 19-29
    • Chow, C.-Y.1    Mokbel, M.F.2
  • 12
    • 78650193970 scopus 로고    scopus 로고
    • Confidentiality risks in fine scale aggregations of health data
    • A.Curtis,, et al., 2011. Confidentiality risks in fine scale aggregations of health data. Computers, Environment and Urban Systems, 35 (1), 57–64. doi:10.1016/j.compenvurbsys.2010.08.002
    • (2011) Computers, Environment and Urban Systems , vol.35 , Issue.1 , pp. 57-64
    • Curtis, A.1
  • 13
    • 33750469045 scopus 로고    scopus 로고
    • Spatial confidentiality and GIS: reengineering mortality locations from published maps about Hurricane Katrina
    • A.J.Curtis,, J.W.Mills,, and M.Leitner,, 2006. Spatial confidentiality and GIS: reengineering mortality locations from published maps about Hurricane Katrina. International Journal of Health Geographics, 5, 44. doi:10.1186/1476-072X-5-44
    • (2006) International Journal of Health Geographics , vol.5 , pp. 44
    • Curtis, A.J.1    Mills, J.W.2    Leitner, M.3
  • 14
    • 84875822474 scopus 로고    scopus 로고
    • Unique in the crowd: the privacy bounds of human mobility
    • [online], Available from:, May
    • Y.-A.De Montjoye,, et al., 2013. Unique in the crowd: the privacy bounds of human mobility. Scientific Reports [online], 3, Available from: http://www.nature.com/srep/2013/130325/srep01376/full/srep01376.html [Accessed 8May 2013].
    • (2013) Scientific Reports , vol.3
    • De Montjoye, Y.-A.1
  • 15
    • 33750243621 scopus 로고    scopus 로고
    • Location privacy and location-aware computing
    • Drummond J., (ed), Boca Raton, FL: CRC Press
    • M.Duckham, and L.Kulik,, 2006. Location privacy and location-aware computing. In: J.Drummond, et al., eds. Dynamic & mobile GIS: Investigating change in space and time. Boca Raton, FL: CRC Press, 34–51.
    • (2006) Dynamic & mobile GIS: Investigating change in space and time , pp. 34-51
    • Duckham, M.1    Kulik, L.2
  • 16
    • 78649631737 scopus 로고    scopus 로고
    • Privacy, reconsidered: New representations, data practices, and the geoweb
    • S.Elwood, and A.Leszczynski,, 2011. Privacy, reconsidered: New representations, data practices, and the geoweb. Geoforum, 42 (1), 6–15. doi:10.1016/j.geoforum.2010.08.003
    • (2011) Geoforum , vol.42 , Issue.1 , pp. 6-15
    • Elwood, S.1    Leszczynski, A.2
  • 17
    • 84955741227 scopus 로고    scopus 로고
    • NHTS Glossary: abbreviations, travel concepts and glossary of terms
    • Available from:, January
    • Federal Highway Administration, 2009. NHTS Glossary: abbreviations, travel concepts and glossary of terms. National Household Travel Survey 2009. Available from: http://nhts.ornl.gov/publications.shtml [Accessed 6January 2015].
    • (2009) National Household Travel Survey 2009
  • 22
    • 77958599554 scopus 로고    scopus 로고
    • Mapping health data: improved privacy protection with donut method geomasking
    • K.H.Hampton,, et al., 2010. Mapping health data: improved privacy protection with donut method geomasking. American Journal of Epidemiology, 172 (9), 1062–1069. doi:10.1093/aje/kwq248
    • (2010) American Journal of Epidemiology , vol.172 , Issue.9 , pp. 1062-1069
    • Hampton, K.H.1
  • 23
    • 84870964984 scopus 로고    scopus 로고
    • The Myth of location privacy in the United States: surveyed attitude versus current practices
    • B.Kar,, R.C.Crowsey,, and J.J.Zale.,, 2013. The Myth of location privacy in the United States: surveyed attitude versus current practices. The Professional Geographer, 65 (1), 47–64. doi:10.1080/00330124.2012.658725
    • (2013) The Professional Geographer , vol.65 , Issue.1 , pp. 47-64
    • Kar, B.1    Crowsey, R.C.2    Zale, J.J.3
  • 24
    • 38049035427 scopus 로고    scopus 로고
    • 5th International conference proceedings, PERVASIVE, Toronto, Canada: Berlin: Springer-Verlag, May
    • J.Krumm, 2007. Inference attacks on location tracks. In: 5th International conference proceedings, PERVASIVE, 13–16May 2007 Toronto, Canada. Berlin: Springer-Verlag, 127–143.
    • (2007) Inference attacks on location tracks , pp. 127-143
    • Krumm, J.1
  • 27
    • 33749865807 scopus 로고    scopus 로고
    • A first step towards a framework for presenting the location of confidential point data on maps - results of an empirical perceptual study
    • M.Leitner, and A.Curtis.,, 2006. A first step towards a framework for presenting the location of confidential point data on maps - results of an empirical perceptual study. International Journal of Geographical Information Science, 20 (7), 813–822. doi:10.1080/13658810600711261
    • (2006) International Journal of Geographical Information Science , vol.20 , Issue.7 , pp. 813-822
    • Leitner, M.1    Curtis, A.2
  • 29
    • 41249083124 scopus 로고    scopus 로고
    • One way distance: for shape based similarity search of moving object trajectories
    • B.Lin, and J.Su,, 2008. One way distance: for shape based similarity search of moving object trajectories. Geoinformatica, 12 (2), 117–142. doi:10.1007/s10707-007-0027-y
    • (2008) Geoinformatica , vol.12 , Issue.2 , pp. 117-142
    • Lin, B.1    Su, J.2
  • 30
    • 0038305118 scopus 로고    scopus 로고
    • Proceedings of the ACM symposium on advances in geographic information systems, McLean, VA: ACM, August
    • N.Meratnia, and R.A.de By,, 2002. Aggregation and comparison of trajectories. In: Proceedings of the ACM symposium on advances in geographic information systems, 08–09August 2002 McLean, VA. ACM, 49–54.
    • (2002) Aggregation and comparison of trajectories , pp. 49-54
    • Meratnia, N.1    de By, R.A.2
  • 31
  • 32
    • 73949100139 scopus 로고    scopus 로고
    • Towards trajectory anonymization: a generalization-based approach
    • M.E.Nergiz,, et al., 2009. Towards trajectory anonymization: a generalization-based approach. Transactions on Data Privacy, 2, 47–75.
    • (2009) Transactions on Data Privacy , vol.2 , pp. 47-75
    • Nergiz, M.E.1
  • 33
    • 84955628120 scopus 로고    scopus 로고
    • Chicago regional household travel inventory data user’s manual[online]
    • NuStats and Geostats, 2008. Chicago regional household travel inventory data user’s manual[online]. Chicago Metropolitan Agency for Planning, 1–63. Available from: https://datahub.cmap.illinois.gov/dataset/1f424666-3885-493d-8774-81ba7ac625f2/resource/d087d307-fd7a-44a2-8e38-e5efed37e0df/download/traveltrackerusersguide.pdf [Accessed 14 October 2015].
    • (2008) Chicago Metropolitan Agency for Planning , pp. 1-63
  • 34
    • 84940460069 scopus 로고    scopus 로고
    • Atlanta regional commission regional travel survey final report
    • P.T.V.Nustats,, 2011. Atlanta regional commission regional travel survey final report [online]. Atlanta Regional Commission, 1–207. Available from: http://www.atlantaregional.com/transportation/travel-demand-model/household-travel-survey [Accessed 14 October 2015].
    • (2011) Atlanta Regional Commission , pp. 1-207
    • Nustats, P.T.V.1
  • 35
    • 33750490794 scopus 로고    scopus 로고
    • Privacy protection versus cluster detection in spatial epidemiology
    • K.L.Olson,, S.J.Grannis,, and K.D.Mandl,, 2006. Privacy protection versus cluster detection in spatial epidemiology. American Journal of Public Health, 96 (11), 2002–2008. doi:10.2105/AJPH.2005.069526
    • (2006) American Journal of Public Health , vol.96 , Issue.11 , pp. 2002-2008
    • Olson, K.L.1    Grannis, S.J.2    Mandl, K.D.3
  • 36
    • 31644443877 scopus 로고    scopus 로고
    • Geocoding in cancer research: a review
    • G.Rushton,, et al., 2006. Geocoding in cancer research: a review. American Journal of Preventive Medicine, 30, S16–S24. doi:10.1016/j.amepre.2005.09.011
    • (2006) American Journal of Preventive Medicine , vol.30 , pp. S16-S24
    • Rushton, G.1
  • 38
    • 84866501595 scopus 로고    scopus 로고
    • Participatory personal data: an emerging research challenge for the information sciences
    • K.Shilton,, 2012. Participatory personal data: an emerging research challenge for the information sciences. Journal of the American Society for Information Science and Technology, 63 (10), 1905–1915. doi:10.1002/asi.v63.10
    • (2012) Journal of the American Society for Information Science and Technology , vol.63 , Issue.10 , pp. 1905-1915
    • Shilton, K.1
  • 40
    • 84949652020 scopus 로고    scopus 로고
    • Available from, May
    • Transportation Secure Data Center, 2014. National renewable energy laboratory. Available from: www.nrel.gov/tsdc [Accessed 1May 2014].
    • (2014) National renewable energy laboratory
  • 41
    • 84955752382 scopus 로고    scopus 로고
    • Other requirements relating to uses and disclosures of protected health information
    • U.S. National Archives and Records Administration, 2015. Other requirements relating to uses and disclosures of protected health information. Code of Federal Regulations, 45 (CFR), 164.514.
    • (2015) Code of Federal Regulations , vol.45 , Issue.CFR
  • 42
    • 79955564774 scopus 로고    scopus 로고
    • Location-related privacy in geo-social networks
    • C.R.Vicente,, et al., 2011. Location-related privacy in geo-social networks. IEEE Internet Computing, 15 (3), 20–27. doi:10.1109/MIC.2011.29
    • (2011) IEEE Internet Computing , vol.15 , Issue.3 , pp. 20-27
    • Vicente, C.R.1
  • 44
    • 56649089830 scopus 로고    scopus 로고
    • Revealing the spatial distribution of a disease while preserving privacy
    • S.C.Wieland,, et al., 2008. Revealing the spatial distribution of a disease while preserving privacy. Proceedings of the National Academy of Sciences, 105 (46), 17608–17613. doi:10.1073/pnas.0801021105
    • (2008) Proceedings of the National Academy of Sciences , vol.105 , Issue.46 , pp. 17608-17613
    • Wieland, S.C.1
  • 45
    • 85073205520 scopus 로고    scopus 로고
    • Performances of different global positioning system devices for time-location tracking in air pollution epidemiological studies
    • J.Wu,, et al., 2010. Performances of different global positioning system devices for time-location tracking in air pollution epidemiological studies. Environmental Health Insights, 4, 93–108.
    • (2010) Environmental Health Insights , vol.4 , pp. 93-108
    • Wu, J.1
  • 46
    • 84891085182 scopus 로고    scopus 로고
    • Destination prediction by sub-trajectory synthesis and privacy protection against such prediction
    • A.Y.Xue,, et al., 2013. Destination prediction by sub-trajectory synthesis and privacy protection against such prediction. Proceedings of the VLDB Endowment, 6 (12), 1198–1201. doi:10.14778/2536274
    • (2013) Proceedings of the VLDB Endowment , vol.6 , Issue.12 , pp. 1198-1201
    • Xue, A.Y.1
  • 47
    • 84919450926 scopus 로고    scopus 로고
    • Ensuring confidentiality of geocoded health data: assessing geographic masking strategies for individual-level data
    • P.A.Zandbergen,, 2014. Ensuring confidentiality of geocoded health data: assessing geographic masking strategies for individual-level data. Advances in Medicine, 2014, 1–14. doi:10.1155/2014/567049
    • (2014) Advances in Medicine , vol.2014 , pp. 1-14
    • Zandbergen, P.A.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.