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Volumn 48, Issue , 2015, Pages 135-144

Methods for deriving and calibrating privacy-preserving heat maps from mobile sports tracking application data

Author keywords

Big data; Cycling; GIS; Location based services (LBSs); Privacy; Urban planning

Indexed keywords

COMMUTING; CYCLE TRANSPORT; DATA PROCESSING; GIS; TRACKING; URBAN PLANNING;

EID: 84941882276     PISSN: 09666923     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jtrangeo.2015.09.001     Document Type: Article
Times cited : (65)

References (81)
  • 3
    • 84941883978 scopus 로고    scopus 로고
    • Strava, popular with cyclists and runners, wants to sell its data to urban planners
    • accessed 29th July 2014)
    • Albergotti R. Strava, popular with cyclists and runners, wants to sell its data to urban planners. Digits - Tech News and Analysis from the Wall Street J. 2014, (http://blogs.wsj.com/digits/2014/05/07/strava-popular-with-cyclists-and-runners-wants-to-sell-its-data-to-urban-planners/, accessed 29th July 2014).
    • (2014) Digits - Tech News and Analysis from the Wall Street J.
    • Albergotti, R.1
  • 5
    • 84941930014 scopus 로고    scopus 로고
    • ETRS89 -järjestelmään liittyvät karttaprojektiot, tasokoordinaatistot ja karttalehtijako (map projections, projected coordinate system, and map sheet division related to ETSR89, in Finnish)
    • (accessed 15th December 2014)
    • Anon ETRS89 -järjestelmään liittyvät karttaprojektiot, tasokoordinaatistot ja karttalehtijako (map projections, projected coordinate system, and map sheet division related to ETSR89, in Finnish). Julkishallinnon suosituksia (JHS) 2012, 154. (http://www.jhs-suositukset.fi/suomi/jhs154 (accessed 15th December 2014)).
    • (2012) Julkishallinnon suosituksia (JHS) , vol.154
    • Anon1
  • 6
    • 32544444999 scopus 로고    scopus 로고
    • Geographic information technologies and personal privacy
    • Armstrong M.P., Ruggles A.J. Geographic information technologies and personal privacy. Cartographica 2005, 40(4):63-73. 10.3138/RU65-81R3-0W75-8V21.
    • (2005) Cartographica , vol.40 , Issue.4 , pp. 63-73
    • Armstrong, M.P.1    Ruggles, A.J.2
  • 7
    • 0033559186 scopus 로고    scopus 로고
    • Geographically masking health data to preserve confidentiality
    • Armstrong M.P., Rushton G., Zimmerman D.L. Geographically masking health data to preserve confidentiality. Stat. Med. 1999, 18(5):497-525. 10.1002/(SICI)1097-0258(19990315)18:5<497::AID-SIM45>3.0.CO;2-#.
    • (1999) Stat. Med. , vol.18 , Issue.5 , pp. 497-525
    • Armstrong, M.P.1    Rushton, G.2    Zimmerman, D.L.3
  • 9
    • 33646153058 scopus 로고    scopus 로고
    • Protecting privacy against location-based personal identification
    • Springer, Berlin, W. Jonker, M. Petkovíc (Eds.) Proceedings of the 2nd VDLB international conference on Secure Data Management (SDM'05)
    • Bettini C., Wang X.S., Jajodia S. Protecting privacy against location-based personal identification. Lecture Notes in Computer Science 2005, 3674:185-199. Springer, Berlin. 10.1007/11552338_13. W. Jonker, M. Petkovíc (Eds.).
    • (2005) Lecture Notes in Computer Science , vol.3674 , pp. 185-199
    • Bettini, C.1    Wang, X.S.2    Jajodia, S.3
  • 10
    • 85123298181 scopus 로고    scopus 로고
    • State-of-the-art of visualization for eye tracking data
    • accessed 15th December 2014), R. Borgo, R. Maciejewski, I. Viola (Eds.)
    • Blascheck T., Kurzhals K., Raschke M., Burch M., Weiskopf D., Ertl T. State-of-the-art of visualization for eye tracking data. State of the Art Report, Eurographics Conference on Visualization (EuroVis'14) 2014, (http://www.visus.uni-stuttgart.de/fileadmin/vis/pdf_s_fuer_Publikationen/State-of-the-Art_of_Visualization_for_Eye_Tracking_Data.pdf, accessed 15th December 2014). R. Borgo, R. Maciejewski, I. Viola (Eds.).
    • (2014) State of the Art Report, Eurographics Conference on Visualization (EuroVis'14)
    • Blascheck, T.1    Kurzhals, K.2    Raschke, M.3    Burch, M.4    Weiskopf, D.5    Ertl, T.6
  • 11
    • 70350322677 scopus 로고    scopus 로고
    • Informative or misleading? Heatmaps deconstructed
    • J.A. Jacko (Ed.) Human-Computer Interaction International 2009, Part I
    • Bojko A. Informative or misleading? Heatmaps deconstructed. Lecture Notes in Computer Science 2009, 5610:30-39. J.A. Jacko (Ed.).
    • (2009) Lecture Notes in Computer Science , vol.5610 , pp. 30-39
    • Bojko, A.1
  • 13
    • 77953618112 scopus 로고    scopus 로고
    • Volunteered geographic information: the nature and motivation of produsers
    • accessed 25th June 2015
    • Coleman D.J., Geogiadou Y., Labonte J. Volunteered geographic information: the nature and motivation of produsers. Int. J. Spat. Data Infrastruct. Res 2009, 4. (http://ijsdir.jrc.ec.europa.eu/index.php/ijsdir/article/view/140/198, accessed 25th June 2015).
    • (2009) Int. J. Spat. Data Infrastruct. Res , vol.4
    • Coleman, D.J.1    Geogiadou, Y.2    Labonte, J.3
  • 15
    • 80855124971 scopus 로고    scopus 로고
    • Adaptive privacy-preserving visualization using parallel coordinates
    • Dasgupta A., Kosara R. Adaptive privacy-preserving visualization using parallel coordinates. IEEE Trans. Vis. Comput. Graph. 2011, 17(12):2241-2248.
    • (2011) IEEE Trans. Vis. Comput. Graph. , vol.17 , Issue.12 , pp. 2241-2248
    • Dasgupta, A.1    Kosara, R.2
  • 17
    • 84873069274 scopus 로고    scopus 로고
    • (accessed 7th August 2014)
    • Endomondo What we do (accessed 7th August 2014). https://www.endomondo.com/about.
    • What we do
    • Endomondo1
  • 19
    • 77951201056 scopus 로고    scopus 로고
    • Privacy-preserving data publishing: a survey of recent developments
    • (Article 14)
    • Fung B.C.M., Wang K., Chen R., Yu P.S. Privacy-preserving data publishing: a survey of recent developments. ACM Comput. Surv. 2010, 42(4). (Article 14). 10.1145/1749603.1749605.
    • (2010) ACM Comput. Surv. , vol.42 , Issue.4
    • Fung, B.C.M.1    Wang, K.2    Chen, R.3    Yu, P.S.4
  • 20
    • 84941925069 scopus 로고    scopus 로고
    • (accessed 16th December 2014)
    • Garmin Garmin connect is heating up with heat maps (accessed 16th December 2014). http://garmin.blogs.com/my_weblog/2013/03/garmin-connect-is-heating-up.html#.U6FbGbFABa4.
    • Garmin connect is heating up with heat maps
    • Garmin1
  • 21
    • 27944493527 scopus 로고    scopus 로고
    • A customizable k-anonymity model for protecting location privacy
    • Georgia Institute of Technology, ( accessed 14th October 2014)
    • Gedik B., Liu L. A customizable k-anonymity model for protecting location privacy. Technical Report GIT-CERCS-04-15 2004, Georgia Institute of Technology, (12pp., https://smartech.gatech.edu/xmlui/bitstream/handle/1853/100/git-cercs-04-15.pdf, accessed 14th October 2014).
    • (2004) Technical Report GIT-CERCS-04-15 , pp. 12
    • Gedik, B.1    Liu, L.2
  • 22
    • 36749037169 scopus 로고    scopus 로고
    • Citizens as sensors: the world of volunteered geography
    • Goodchild M.F. Citizens as sensors: the world of volunteered geography. GeoJournal 2007, 69:211-221. 10.1007/s10708-007-9111-y.
    • (2007) GeoJournal , vol.69 , pp. 211-221
    • Goodchild, M.F.1
  • 23
    • 84975095132 scopus 로고    scopus 로고
    • The quality of big (geo)data
    • Goodchild M.F. The quality of big (geo)data. Dialogues Hum. Geogr. 2013, 3(3):280-284. 10.1177/2043820613513392.
    • (2013) Dialogues Hum. Geogr. , vol.3 , Issue.3 , pp. 280-284
    • Goodchild, M.F.1
  • 24
    • 84950275958 scopus 로고    scopus 로고
    • Monitoring bicyclist and pedestrian travel and behavior - current research and practice
    • accessed 26th November 2014)
    • Griffin G., Nordback K., Götschi T., Stolz E., Kothuri S. Monitoring bicyclist and pedestrian travel and behavior - current research and practice. Transportation Research Circular 2014, E-C183. (32pp., http://onlinepubs.trb.org/onlinepubs/circulars/ec183.pdf, accessed 26th November 2014).
    • (2014) Transportation Research Circular , vol.E-C183 , pp. 32
    • Griffin, G.1    Nordback, K.2    Götschi, T.3    Stolz, E.4    Kothuri, S.5
  • 25
    • 2342562393 scopus 로고    scopus 로고
    • Protecting privacy in continuous location-tracking applications
    • Gruteser M., Liu X. Protecting privacy in continuous location-tracking applications. IEEE Secur. Priv. 2004, 2(2):28-34.
    • (2004) IEEE Secur. Priv. , vol.2 , Issue.2 , pp. 28-34
    • Gruteser, M.1    Liu, X.2
  • 27
    • 84941927477 scopus 로고    scopus 로고
    • Polkupyörälaskennat Helsingissä 2013 (bicycle counting in Helsinki 2013, in Finnish)
    • City Planning Department, Transportation and Traffic Planning Division, (, accessed 2nd September 2014)
    • Hellman T. Polkupyörälaskennat Helsingissä 2013 (bicycle counting in Helsinki 2013, in Finnish). Memorandum 28th October 2013. City of Helsinki 2013, City Planning Department, Transportation and Traffic Planning Division, (http://www.hel.fi/hel2/ksv/Aineistot/Liikennesuunnittelu/Liikennetutkimus/pyoralaskennat_2013.pdf, accessed 2nd September 2014).
    • (2013) Memorandum 28th October 2013. City of Helsinki
    • Hellman, T.1
  • 29
    • 84856500933 scopus 로고    scopus 로고
    • A GPS-based bicycle route choice model for San Francisco, California
    • Hood J., Sall E., Charlton B. A GPS-based bicycle route choice model for San Francisco, California. Transp. Lett. 2011, 3:63-75.
    • (2011) Transp. Lett. , vol.3 , pp. 63-75
    • Hood, J.1    Sall, E.2    Charlton, B.3
  • 32
    • 84984027244 scopus 로고
    • Diversity of ideas about diversity measurement
    • Junge K. Diversity of ideas about diversity measurement. Scand. J. Psychol. 1994, 35(1):16-26. 10.1111/j.1467-9450.1994.tb00929.x.
    • (1994) Scand. J. Psychol. , vol.35 , Issue.1 , pp. 16-26
    • Junge, K.1
  • 34
    • 0036264672 scopus 로고    scopus 로고
    • Information visualization and visual data mining
    • Keim D.A. Information visualization and visual data mining. IEEE Trans. Vis. Comput. Graph. 2002, 7(1):100-107.
    • (2002) IEEE Trans. Vis. Comput. Graph. , vol.7 , Issue.1 , pp. 100-107
    • Keim, D.A.1
  • 36
    • 85073682542 scopus 로고    scopus 로고
    • Big data, new epistemologies and paradigm shifts
    • Kitchin R. Big data, new epistemologies and paradigm shifts. Big Data Soc. 2014, 1(1). 10.1177/2053951714528481.
    • (2014) Big Data Soc. , vol.1 , Issue.1
    • Kitchin, R.1
  • 37
    • 84941884744 scopus 로고    scopus 로고
    • Defining a threshold value for maximum spatial information loss of masked geo-data
    • Kounadi O., Leitner M. Defining a threshold value for maximum spatial information loss of masked geo-data. ISPRS Int. J. Geo-Inf. 2015, 4(2):572-590. 10.3390/ijgi4020572.
    • (2015) ISPRS Int. J. Geo-Inf. , vol.4 , Issue.2 , pp. 572-590
    • Kounadi, O.1    Leitner, M.2
  • 38
    • 80053281010 scopus 로고    scopus 로고
    • Directed kernel density estimation (DKDE) for time series visualization
    • Krisp J.M., Peters S. Directed kernel density estimation (DKDE) for time series visualization. Ann. GIS 2011, 17(3):155-162. 10.1080/19475683.2011.602218.
    • (2011) Ann. GIS , vol.17 , Issue.3 , pp. 155-162
    • Krisp, J.M.1    Peters, S.2
  • 39
    • 38049035427 scopus 로고    scopus 로고
    • Inference attacks on location tracks
    • Springer, Berlin, A. LaMarca, M. Langheinrich, K.N. Truong (Eds.) Proceedings of the 5th International Conference on Pervasive Computing (Pervasive'07)
    • Krumm J. Inference attacks on location tracks. Lecture Notes in Computer Science 2007, 4480:127-143. Springer, Berlin. 10.1007/978-3-540-72037-9_8. A. LaMarca, M. Langheinrich, K.N. Truong (Eds.).
    • (2007) Lecture Notes in Computer Science , vol.4480 , pp. 127-143
    • Krumm, J.1
  • 40
    • 84878757120 scopus 로고    scopus 로고
    • Potential-of-interest maps for mobile tourist information services
    • Springer, Vienna, M. Fuchs, F. Ricci, L. Cantoni (Eds.)
    • Kurata Y. Potential-of-interest maps for mobile tourist information services. Information and Communication Technologies in Tourism 2012 2012, 239-248. Springer, Vienna. 10.1007/978-3-7091-1142-0_21. M. Fuchs, F. Ricci, L. Cantoni (Eds.).
    • (2012) Information and Communication Technologies in Tourism 2012 , pp. 239-248
    • Kurata, Y.1
  • 41
    • 3042735336 scopus 로고    scopus 로고
    • Protection of geoprivacy and accuracy of spatial information: how effective are geographical masks?
    • Kwan M.P., Casas I., Schmitz B. Protection of geoprivacy and accuracy of spatial information: how effective are geographical masks?. Cartographica 2004, 39(2):15-28. 10.3138/X204-4223-57MK-8273.
    • (2004) Cartographica , vol.39 , Issue.2 , pp. 15-28
    • Kwan, M.P.1    Casas, I.2    Schmitz, B.3
  • 43
    • 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
    • Leitner M., Curtis A. A first step towards a framework for presenting the location of confidential point data on maps-results of an empirical perceptual study. Int. J. Geogr. Inf. Sci. 2006, 20(7):813-822. 10.1080/13658810600711261.
    • (2006) Int. J. Geogr. Inf. Sci. , vol.20 , Issue.7 , pp. 813-822
    • Leitner, M.1    Curtis, A.2
  • 44
    • 84941884034 scopus 로고    scopus 로고
    • (accessed 16th December 2014)
    • Lin D. How is Nike+ Heat Map calculated? (accessed 16th December 2014). http://howtonike.blogspot.fi/2012/06/how-is-nike-heat-map-calculated.html.
    • How is Nike+ Heat Map calculated?
    • Lin, D.1
  • 48
    • 84941890578 scopus 로고    scopus 로고
    • A closer look at Strava's 'heat map' for the Portland region
    • accessed 29th July 2014)
    • Maus J. A closer look at Strava's 'heat map' for the Portland region. BikePortland.org (Blog Post) 2014, (http://bikeportland.org/2014/04/30/a-closer-look-at-stravas-heat-map-for-the-portland-region-105280, accessed 29th July 2014).
    • (2014) BikePortland.org (Blog Post)
    • Maus, J.1
  • 49
    • 84941884710 scopus 로고    scopus 로고
    • ODOT embarks on "big data" project with purchase of Strava dataset
    • accessed 29th July 2014)
    • Maus J. ODOT embarks on "big data" project with purchase of Strava dataset. BikePortland.org (Blog Post) 2014, (http://bikeportland.org/2014/05/01/odot-embarks-on-big-data-project-with-purchase-of-strava-dataset-105375, accessed 29th July 2014).
    • (2014) BikePortland.org (Blog Post)
    • Maus, J.1
  • 50
    • 0037260065 scopus 로고    scopus 로고
    • The conceptualization and measurement of diversity
    • McDonald D.G., Dimmick J. The conceptualization and measurement of diversity. Commun. Res. 2003, 30(1):60-79. 10.1177/0093650202239026.
    • (2003) Commun. Res. , vol.30 , Issue.1 , pp. 60-79
    • McDonald, D.G.1    Dimmick, J.2
  • 54
    • 69549128022 scopus 로고    scopus 로고
    • Heat-map visualization of gas chromatography-mass spectrometry based quantitative signatures on steroid metabolism
    • Moon J.-Y., Jung H.-J., Hee Moon M., Chul Chung B., Ho Choi M. Heat-map visualization of gas chromatography-mass spectrometry based quantitative signatures on steroid metabolism. J. Am. Soc. Mass Spectrom. 2009, 20(9):1626-1637. 10.1016/j.jasms.2009.04.020.
    • (2009) J. Am. Soc. Mass Spectrom. , vol.20 , Issue.9 , pp. 1626-1637
    • Moon, J.-Y.1    Jung, H.-J.2    Hee Moon, M.3    Chul Chung, B.4    Ho Choi, M.5
  • 57
    • 84941919618 scopus 로고    scopus 로고
    • National bicycle and pedestrian documentation project
    • Institute of Transportation Engineers (ITE) Pedestrian and Bicycle Council, (, accessed 12th November 2014)
    • NBPD National bicycle and pedestrian documentation project. Alta Planning & Design 2014, Institute of Transportation Engineers (ITE) Pedestrian and Bicycle Council, (http://bikepeddocumentation.org/, accessed 12th November 2014).
    • (2014) Alta Planning & Design
  • 62
    • 84941915869 scopus 로고    scopus 로고
    • Finnish Transport Agency, Planning Department, Helsinki, (37 pages, 2 appendices. , accessed 30th September 2014)
    • Rantala T., Luukkonen T. Bicycle and Pedestrian Traffic Monitoring - Guide to Creating an Indicator Toolbox 2014, Finnish Transport Agency, Planning Department, Helsinki, (37 pages, 2 appendices. http://www2.liikennevirasto.fi/julkaisut/pdf8/lts_2014-15_kavelyn_pyorailyn_web.pdf, accessed 30th September 2014).
    • (2014) Bicycle and Pedestrian Traffic Monitoring - Guide to Creating an Indicator Toolbox
    • Rantala, T.1    Luukkonen, T.2
  • 63
    • 84892900342 scopus 로고    scopus 로고
    • Big data analytics
    • accessed 14th October 2014)
    • Russom P. Big data analytics. TDWI Best Practices Report, Fourth Quarter 2011 2011, (35pp., http://tdwi.org/research/2011/12/sas_best-practices-report-q4-big-data-analytics.aspx?tc=page0, accessed 14th October 2014).
    • (2011) TDWI Best Practices Report, Fourth Quarter 2011 , pp. 35
    • Russom, P.1
  • 64
    • 4344559647 scopus 로고    scopus 로고
    • Protecting privacy when disclosing information: k-anonymity and its enforcement through generalization and suppression
    • accessed 16th December 2014)
    • Samarati P., Sweeney L. Protecting privacy when disclosing information: k-anonymity and its enforcement through generalization and suppression. Proceedings of the IEEE Symposium on Research in Security and Privacy (S&P). May 1998, Oakland, CA 1998, 384-393. (http://dataprivacylab.org/dataprivacy/projects/kanonymity/paper3.pdf, accessed 16th December 2014).
    • (1998) Proceedings of the IEEE Symposium on Research in Security and Privacy (S&P). May 1998, Oakland, CA , pp. 384-393
    • Samarati, P.1    Sweeney, L.2
  • 65
    • 84941896309 scopus 로고    scopus 로고
    • Spatial obfuscation of GPS travel data
    • (accessed 25th June 2015))
    • Seidl D., Jankowski P., Tsou M.-H. Spatial obfuscation of GPS travel data. CSU Geospatial Review 2015, vol. 13. (http://csugis.sfsu.edu/CSU_Geospatial_Review/2015.pdf (accessed 25th June 2015)).
    • (2015) CSU Geospatial Review , vol.13
    • Seidl, D.1    Jankowski, P.2    Tsou, M.-H.3
  • 67
    • 84945477913 scopus 로고    scopus 로고
    • Dazzled by data: big data, the census and urban geography
    • Shearmur R. Dazzled by data: big data, the census and urban geography. Urban Geogr. 2015, 10.1080/02723638.2015.1050922.
    • (2015) Urban Geogr.
    • Shearmur, R.1
  • 70
    • 67650565726 scopus 로고    scopus 로고
    • Visualization of eye gaze data using heat maps
    • Špakov O., Miniotas D. Visualization of eye gaze data using heat maps. Electron. Electr. Eng. 2007, 2:55-58.
    • (2007) Electron. Electr. Eng. , vol.2 , pp. 55-58
    • Špakov, O.1    Miniotas, D.2
  • 71
    • 84941925498 scopus 로고    scopus 로고
    • Sports Tracking Technologies Ltd
    • accessed 20th August 2014)
    • ST Introducing Sports Tracker 2014, Sports Tracking Technologies Ltd., (http://www.sports-tracker.com/blog/about/, accessed 20th August 2014).
    • (2014) Introducing Sports Tracker
  • 72
    • 84941891450 scopus 로고    scopus 로고
    • Strava Inc
    • accessed 7th August 2014
    • Strava About us 2014, Strava Inc., (http://www.strava.com/about, accessed 7th August 2014).
    • (2014) About us
  • 77
  • 79
    • 70449563285 scopus 로고    scopus 로고
    • Geographically intelligent disclosure control for flexible aggregation of census data
    • Young C., Martin D., Skinner C. Geographically intelligent disclosure control for flexible aggregation of census data. Int. J. Geogr. Inf. Sci. 2009, 23(4):457-482. (http://dx.doi.org/10.1080/13658810801949835).
    • (2009) Int. J. Geogr. Inf. Sci. , vol.23 , Issue.4 , pp. 457-482
    • Young, C.1    Martin, D.2    Skinner, C.3
  • 81
    • 84941899633 scopus 로고    scopus 로고
    • A new urban sensing and monitoring approach: tagging the city with the RADAR SENSING app
    • (26th September 2014)
    • Zeile P., Memmel M., Exner J.-P. A new urban sensing and monitoring approach: tagging the city with the RADAR SENSING app. Proceedings REAL CORP 2012 Tagungsband 14-16 May 2012, Schwechat 2012, (http://programm.corp.at/cdrom2012/papers2012/CORP2012_104.pdf (26th September 2014)).
    • (2012) Proceedings REAL CORP 2012 Tagungsband 14-16 May 2012, Schwechat
    • Zeile, P.1    Memmel, M.2    Exner, J.-P.3


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