Scalable and privacy-respectful interactive discovery of place semantics from human mobility traces

Mobility diaries of a large number of people are needed for assessing transportation infrastructure and spatial development planning. Acquisition of personal mobility diaries through population surveys is a costly and error-prone endeavour. We examine an alternative approach to obtaining similar inf...

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Published in:Information visualization Vol. 15; no. 2; pp. 117 - 153
Main Authors: Andrienko, Natalia, Andrienko, Gennady, Fuchs, Georg, Jankowski, Piotr
Format: Journal Article
Language:English
Published: London, England SAGE Publications 01.04.2016
SAGE PUBLICATIONS, INC
Subjects:
Alternative approaches
Analytics
Autobiographical literature
Case studies
Cellular telephones
Data visualization
Diaries
Digital media
Electronic devices
Feasibility
Infrastructure
Internet
Mobile communication systems
Mobile phones
Mobility
Planning
Population
Privacy
Semantics
Shopping
Social activities
Social media
Social networks
Spatial ability
Telephone calls
Temporal patterns
Texts
Transportation engineering
Transportation planning
Wireless communications
Germany
mobility
Visual analytics
episodic movement data
location type classification
personal mobility behaviour
ISSN:1473-8716, 1473-8724
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Abstract Mobility diaries of a large number of people are needed for assessing transportation infrastructure and spatial development planning. Acquisition of personal mobility diaries through population surveys is a costly and error-prone endeavour. We examine an alternative approach to obtaining similar information from episodic digital traces of people’s presence in various locations, which appear when people use their mobile devices for making phone calls, accessing the Internet or posting georeferenced contents (texts, photos or videos) in social media. Having episodic traces of a person over a long time period, it is possible to detect significant (repeatedly visited) personal places and identify them as home, work or place of social activities based on temporal patterns of a person’s presence in these places. Such analysis, however, can lead to compromising personal privacy. We have investigated the feasibility of deriving place meanings and reconstructing personal mobility diaries while preserving the privacy of individuals whose data are analysed. We have devised a visual analytics approach and a set of supporting tools making such privacy-preserving analysis possible. The approach was tested in two case studies with publicly available data: simulated tracks from the VAST Challenge 2014 and real traces built from georeferenced Twitter posts.
AbstractList Mobility diaries of a large number of people are needed for assessing transportation infrastructure and spatial development planning. Acquisition of personal mobility diaries through population surveys is a costly and error-prone endeavour. We examine an alternative approach to obtaining similar information from episodic digital traces of people’s presence in various locations, which appear when people use their mobile devices for making phone calls, accessing the Internet or posting georeferenced contents (texts, photos or videos) in social media. Having episodic traces of a person over a long time period, it is possible to detect significant (repeatedly visited) personal places and identify them as home, work or place of social activities based on temporal patterns of a person’s presence in these places. Such analysis, however, can lead to compromising personal privacy. We have investigated the feasibility of deriving place meanings and reconstructing personal mobility diaries while preserving the privacy of individuals whose data are analysed. We have devised a visual analytics approach and a set of supporting tools making such privacy-preserving analysis possible. The approach was tested in two case studies with publicly available data: simulated tracks from the VAST Challenge 2014 and real traces built from georeferenced Twitter posts.
Author Andrienko, Gennady
Fuchs, Georg
Jankowski, Piotr
Andrienko, Natalia
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Cites_doi 10.1007/978-3-642-21726-5_9
10.1111/j.1467-9671.2009.01152.x
10.1073/pnas.082080899
10.1007/978-3-642-37583-5
10.1007/978-3-642-24198-7_16
10.1080/13658810010005525
10.1016/j.jvlc.2011.04.001
10.1007/978-3-642-10263-9_24
10.1109/MCSE.2013.70
10.1080/10630731003597306
10.1109/TVCG.2011.163
10.1057/palgrave.ivs.9500058
10.1145/2501654.2501656
10.1098/rsif.2013.0246
10.1109/T-C.1969.222678
10.1145/1345448.1345455
10.1007/s13218-012-0177-4
10.1109/TVCG.2012.311
10.1109/TVCG.2010.44
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Keywords mobility
Visual analytics
episodic movement data
location type classification
personal mobility behaviour
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References Jankowski, Andrienko, Andrienko 2001; 15
Andrienko, Andrienko 2003; 2
Bonabeau 2002; 99
Schneider, Belik, Couronné 2013; 10
Andrienko, Andrienko, Wrobel 2007; 9
Zandbergen 2009; 13
Andrienko, Andrienko, Hurter 2013; 19
Sammon 1969; 18
Andrienko, Andrienko, Bosch 2013; 15
Andrienko, Andrienko, Stange 2012; 26
Dasgupta, Kosara 2011; 17
Parent, Spaccapietra, Renso 2013; 45
Ahas, Silm, Järv 2010; 17
Monreale, Andrienko, Andrienko 2010; 3
Andrienko, Andrienko, Keim 2011; 22
Andrienko, Andrienko 2011; 17
bibr31-1473871615581216
bibr10-1473871615581216
bibr1-1473871615581216
Krüger R (bibr22-1473871615581216)
Andrienko G (bibr6-1473871615581216)
bibr14-1473871615581216
bibr29-1473871615581216
bibr30-1473871615581216
Bertin J (bibr3-1473871615581216) 1983
Cuellar J (bibr23-1473871615581216)
Malczewski J (bibr36-1473871615581216) 1999
Toole JL (bibr12-1473871615581216)
bibr39-1473871615581216
bibr4-1473871615581216
Andrienko N (bibr27-1473871615581216)
bibr13-1473871615581216
bibr8-1473871615581216
Rocha J (bibr9-1473871615581216)
Schneider CM (bibr16-1473871615581216)
Bosch H (bibr21-1473871615581216)
Tsuda Y (bibr33-1473871615581216)
bibr25-1473871615581216
bibr34-1473871615581216
bibr20-1473871615581216
bibr38-1473871615581216
Liu H (bibr19-1473871615581216); 1
Monreale A (bibr26-1473871615581216) 2010; 3
Greco S (bibr35-1473871615581216) 2005
Andrienko G (bibr40-1473871615581216)
bibr24-1473871615581216
bibr5-1473871615581216
bibr2-1473871615581216
bibr37-1473871615581216
Phithakkitnukoon S (bibr11-1473871615581216)
bibr32-1473871615581216
Cheng Z (bibr17-1473871615581216)
bibr28-1473871615581216
Palma AT (bibr7-1473871615581216)
bibr15-1473871615581216
Ye M (bibr18-1473871615581216)
References_xml – volume: 15
  start-page: 101
  issue: 2
  year: 2001
  end-page: 127
  article-title: Map-centered exploratory approach to multiple criteria spatial decision making
  publication-title: Int J Geogr Inf Sci
– volume: 17
  start-page: 205
  issue: 2
  year: 2011
  end-page: 219
  article-title: Spatial generalization and aggregation of massive movement data
  publication-title: IEEE T Vis Comput Gr
– volume: 99
  start-page: 7280
  issue: Suppl. 3
  year: 2002
  end-page: 7287
  article-title: Agent-based modelling: methods and techniques for simulating human systems
  publication-title: PNAS P Natl Acad Sci USA
– volume: 17
  start-page: 3
  issue: 1
  year: 2010
  end-page: 27
  article-title: Using mobile positioning data to model locations meaningful to users of mobile phones
  publication-title: J Urban Technol
– volume: 2
  start-page: 270
  issue: 4
  year: 2003
  end-page: 285
  article-title: Informed spatial decisions through coordinated views
  publication-title: Inform Visual
– volume: 15
  start-page: 72
  issue: 3
  year: 2013
  end-page: 82
  article-title: Discovering thematic patterns in geo-referenced tweets through space-time visual analytics
  publication-title: Comput Sci Eng
– volume: 13
  start-page: 5
  issue: s1
  year: 2009
  end-page: 26
  article-title: Accuracy of iPhone locations: a comparison of assisted GPS, WiFi and cellular positioning
  publication-title: Trans GIS
– volume: 9
  start-page: 38
  issue: 2
  year: 2007
  end-page: 46
  article-title: Visual analytics tools for analysis of movement data
  publication-title: ACM SIGKDD: Explor
– volume: 3
  start-page: 91
  issue: 3
  year: 2010
  end-page: 121
  article-title: Movement data anonymity through generalization
  publication-title: Trans Data Priv
– volume: 45
  start-page: 42
  issue: 4
  year: 2013
  article-title: Semantic trajectories modeling and analysis
  publication-title: ACM Comput Surv
– volume: 17
  start-page: 2241
  issue: 12
  year: 2011
  end-page: 2248
  article-title: Adaptive privacy-preserving visualization using parallel coordinates
  publication-title: IEEE T Vis Comput Gr
– volume: 10
  start-page: 20130246
  year: 2013
  article-title: Unraveling daily human mobility motifs
  publication-title: J R Soc Interface
– volume: 18
  start-page: 401
  year: 1969
  end-page: 409
  article-title: A nonlinear mapping for data structure analysis
  publication-title: IEEE T Comput
– volume: 26
  start-page: 241
  issue: 3
  year: 2012
  end-page: 251
  article-title: Visual analytics for understanding spatial situations from episodic movement data
  publication-title: Künstl Intell
– volume: 22
  start-page: 251
  issue: 4
  year: 2011
  end-page: 256
  article-title: Challenging problems of geospatial visual analytics
  publication-title: J Visual Lang Comput
– volume: 19
  start-page: 1078
  issue: 7
  year: 2013
  end-page: 1094
  article-title: Scalable analysis of movement data for extracting and exploring significant places
  publication-title: IEEE T Vis Comput Gr
– volume-title: Proceedings of EuroVA, international workshop on visual analytics 2013, EuroGraphics
  ident: bibr27-1473871615581216
– ident: bibr14-1473871615581216
  doi: 10.1007/978-3-642-21726-5_9
– volume-title: IEEE Pacific visualization symposium (PacificVis)
  ident: bibr22-1473871615581216
– volume-title: Proceedings of the ACM SIGSPATIAL workshop computational models of place
  ident: bibr6-1473871615581216
– ident: bibr34-1473871615581216
  doi: 10.1111/j.1467-9671.2009.01152.x
– ident: bibr1-1473871615581216
  doi: 10.1073/pnas.082080899
– volume-title: Semiology of graphics: diagrams, networks, maps
  year: 1983
  ident: bibr3-1473871615581216
– ident: bibr5-1473871615581216
  doi: 10.1007/978-3-642-37583-5
– ident: bibr25-1473871615581216
  doi: 10.1007/978-3-642-24198-7_16
– start-page: 863
  volume-title: Proceedings of the 23rd annual ACM symposium on applied computing (ACM SAC)
  ident: bibr7-1473871615581216
– ident: bibr37-1473871615581216
  doi: 10.1080/13658810010005525
– volume-title: Proceedings of the 19th ACM SIGSPATIAL international conference on advances in geographic information systems
  ident: bibr18-1473871615581216
– volume-title: IEEE conference on visual analytics science and technology (VAST)
  ident: bibr21-1473871615581216
– ident: bibr24-1473871615581216
  doi: 10.1016/j.jvlc.2011.04.001
– ident: bibr8-1473871615581216
  doi: 10.1007/978-3-642-10263-9_24
– ident: bibr30-1473871615581216
  doi: 10.1109/MCSE.2013.70
– ident: bibr13-1473871615581216
  doi: 10.1080/10630731003597306
– ident: bibr20-1473871615581216
– volume-title: Proceedings of the 20th ACM conference on information and knowledge management (CIKM 2011)
  ident: bibr17-1473871615581216
– ident: bibr28-1473871615581216
  doi: 10.1109/TVCG.2011.163
– ident: bibr38-1473871615581216
  doi: 10.1057/palgrave.ivs.9500058
– ident: bibr10-1473871615581216
  doi: 10.1145/2501654.2501656
– ident: bibr15-1473871615581216
  doi: 10.1098/rsif.2013.0246
– ident: bibr29-1473871615581216
– start-page: 205
  volume-title: Proceedings of the IEEE visual analytics science and technology (VAST 2008)
  ident: bibr40-1473871615581216
– volume: 1
  start-page: 232
  volume-title: Proceedings of the 11th international conference on machine learning and applications (ICMLA 2012)
  ident: bibr19-1473871615581216
– start-page: 777
  volume-title: Proceedings of the ACM international joint conference pervasive and ubiquitous computing (UbiComp ‘13)
  ident: bibr33-1473871615581216
– ident: bibr39-1473871615581216
  doi: 10.1109/T-C.1969.222678
– start-page: 1463
  volume-title: Proceedings of the 27th annual ACM symposium applied computing (SAC 2012)
  ident: bibr23-1473871615581216
– start-page: 114
  volume-title: Proceedings of the 5th IEEE international conference on intelligent systems
  ident: bibr9-1473871615581216
– volume-title: GIS and multicriteria decision analysis
  year: 1999
  ident: bibr36-1473871615581216
– volume: 3
  start-page: 91
  issue: 3
  year: 2010
  ident: bibr26-1473871615581216
  publication-title: Trans Data Priv
– ident: bibr2-1473871615581216
  doi: 10.1145/1345448.1345455
– volume-title: Proceedings of the 2nd ACM SIGKDD international workshop Urban computing (UrbComp’13)
  ident: bibr16-1473871615581216
– volume-title: Multiple criteria decision analysis: state of the art surveys
  year: 2005
  ident: bibr35-1473871615581216
– ident: bibr4-1473871615581216
  doi: 10.1007/s13218-012-0177-4
– start-page: 1
  volume-title: Proceedings of the ACM SIGKDD international workshop Urban computing (UrbComp’12)
  ident: bibr12-1473871615581216
– ident: bibr31-1473871615581216
  doi: 10.1109/TVCG.2012.311
– ident: bibr32-1473871615581216
  doi: 10.1109/TVCG.2010.44
– start-page: 14
  volume-title: Proceedings of the international conference on pattern recognition, workshop on human behavior understanding
  ident: bibr11-1473871615581216
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Snippet Mobility diaries of a large number of people are needed for assessing transportation infrastructure and spatial development planning. Acquisition of personal...
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SubjectTerms Alternative approaches
Analytics
Autobiographical literature
Case studies
Cellular telephones
Data visualization
Diaries
Digital media
Electronic devices
Feasibility
Infrastructure
Internet
Mobile communication systems
Mobile phones
Mobility
Planning
Population
Privacy
Semantics
Shopping
Social activities
Social media
Social networks
Spatial ability
Telephone calls
Temporal patterns
Texts
Transportation engineering
Transportation planning
Wireless communications
Title Scalable and privacy-respectful interactive discovery of place semantics from human mobility traces
URI https://journals.sagepub.com/doi/full/10.1177/1473871615581216
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Volume 15
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