Not all those who Wander are lost: exploring human mobility using a smartphone application

References

• Balebako, R., A. Marsh, J. Lin, J. I. Hong, and L. F. Cranor. 2014. “The Privacy and Security Behaviors of Smartphone App Developers.” Workshop on Usable Security, San Diego, CA, February 23-26.
   Google Scholar
• Beute, F., Y. de Kort, and W. IJsselsteijn. 2016. “Restoration in Its Natural Context: How Ecological Momentary Assessment Can Advance Restoration Research.” International Journal of Environmental Research and Public Health 13 (4): 420–438. doi: 10.3390/ijerph13040420
   PubMed Web of Science ®Google Scholar
• Bhat, C. R. 2015. “Workshop Synthesis: Conducting Travel Surveys Using Portable Devices—Challenges and Research Needs.” Transportation Research Procedia 11: 199–205. doi: 10.1016/j.trpro.2015.12.017
   Google Scholar
• Birenboim, A., and N. Shoval. 2016. “Mobility Research in the Age of the Smartphone.” Annals of the American Association of Geographers 106 (2): 283–291.
   Web of Science ®Google Scholar
• Bonchi, F., L. V. S. Lakshmanan, and H. Wang. 2011. “Trajectory Anonymity in Publishing Personal Mobility Data.” ACM SIGKDD Explorations Newsletter 13 (1): 30–42. doi: 10.1145/2031331.2031336
   Google Scholar
• Brunsdon, C. 2001. “The Comap: Exploring Spatial Pattern via Conditional Distributions.” Computers, Environment and Urban Systems 25 (1): 53–68. doi: 10.1016/S0198-9715(00)00042-9
   Google Scholar
• Chataway, M. L., T. C. Hart, R. Coomber, and C. Bond. 2017. “The Geography of Crime Fear: A Pilot Study Exploring Event-Based Perceptions of Risk Using Mobile Technology.” Applied Geography 86: 300–307. doi: 10.1016/j.apgeog.2017.06.010
   Web of Science ®Google Scholar
• Chhetri, P. 2015. “A GIS Methodology for Modelling Hiking Experiences in the Grampians National Park, Australia.” Tourism Geographies 17 (5): 795–814. doi: 10.1080/14616688.2015.1083609
   Web of Science ®Google Scholar
• Corcoran, J., R. Zahnow, and B. Assemi. 2017. “Wander: A Smartphone App for Sensing Sociability.” Applied Spatial Analysis and Policy. doi:10.1007/s12061-017-9228-4.
   Web of Science ®Google Scholar
• Crosbie, T. 2006. “Using Activity Diaries: Some Methodological Lessons.” Journal of Research Practice 2 (1), 1–13.
   Google Scholar
• Dou, E., P. W. Eklund, and U. Gretzel. 2016. “Location Privacy Acceptance: Attitudes to Transport-Based Location-Aware Mobile Applications on University Campus.” Australasian Conference on Information Systems, Wollongong, Australia, November 20-December 2.
   Google Scholar
• Ellis, K., S. Godbole, S. Marshall, G. Lanckriet, J. Staudenmayer, and J. Kerr. 2014. “Identifying Active Travel Behaviors in Challenging Environments Using GPS, Accelerometers, and Machine Learning Algorithms.” Frontiers in Public Health 2 (36). doi:10.3389/fpubh.2014.00036.
   PubMedGoogle Scholar
• Ferreira, D., E. Ferreira, J. Goncalves, V. Kostakos, and A. K. Day. 2013. “Revisiting Human-Battery Interaction with an Interactive Battery Interface.” Proceedings of the 2013 ACM international joint conference on Pervasive and ubiquitous computing, Zurich, Switzerland, September 8–12, pp. 563–572.
   Google Scholar
• Garcia, B., J. Welford, and B. Smith. 2015. “Using a Smartphone App in Qualitative Research: The Good, the Bad and the Ugly.” Qualitative Research 16 (5): 1–18.
   Web of Science ®Google Scholar
• Gong, H., C. Chen, E. Bialotozky, and C. T. Lawson. 2012. “A GPS/GIS Method for Travel Mode Detection in New York City.” Computers, Environment and Urban Systems 36 (2): 131–139. doi: 10.1016/j.compenvurbsys.2011.05.003
   Web of Science ®Google Scholar
• Goodchild, M. F., and L. Li. 2012. “Assuring the Quality of Volunteered Geographic Information.” Spatial Statistics 1: 110–120. doi: 10.1016/j.spasta.2012.03.002
   Web of Science ®Google Scholar
• Graham, A. L., P. Milner, J. E. Saul, and L. Pfaff. 2008. “Online Advertising as a Public Health and Recruitment Tool: Comparison of Different Media Campaigns to Increase Demand for Smoking Cessation Interventions.” Journal of Medical Internet Research 10 (5): e50. doi:10.2196/jmir.1001.
   PubMed Web of Science ®Google Scholar
• Harding, C., Z. Patterson, L. F. Miranda-Moreno, and S. A. H. Zahabi. 2012. “Modeling the Effect of Land Use on Activity Spaces.” Transportation Research Record: Journal of the Transportation Research Board 2323: 67–74. doi: 10.3141/2323-08
   Web of Science ®Google Scholar
• Hägerstrand, T. 1970. “What About People in Regional Science?” Papers in Regional Science 24 (1): 7–24. doi: 10.1111/j.1435-5597.1970.tb01464.x
   Google Scholar
• Isaacson, M., and N. Shoval. 2006. “Application of Tracking Technologies to the Study of Pedestrian Spatial Behavior.” The Professional Geographer 58 (2): 172–183. doi: 10.1111/j.1467-9272.2006.00524.x
   Web of Science ®Google Scholar
• Kang, C., Z. Ma, D. Tong, and Y. Liu. 2012. “Intra-urban Human Mobility Patterns: An Urban Morphology Perspective.” Physica A: Statistical Mechanics and its Applications 391 (14): 1702–1717. doi: 10.1016/j.physa.2011.11.005
   Web of Science ®Google Scholar
• Kiukkonen, N., J. Blom, O. Dousse, D. Gatica-Perez, and J. Laurila. 2010. “Towards Rich Mobile Phone Datasets: Lausanne Data Collection Campaign.” Proceedings of the 7th International Conference on Pervasive Services, Berlin, Germany, July 13–16.
   Google Scholar
• Lane, N. D., Y. Chon, L. Zhou, Y. Zhang, F. Li, D. Kim, G. Ding, F. Zhao, and H. Cha. 2013. “Piggyback CrowdSensing (PCS): Energy Efficient Crowdsourcing of Mobile Sensor Data by Exploiting Smartphone App Opportunities.” In Proceedings of the 11th ACM Conference on Embedded Networked Sensor Systems, Roma, Italy, p. 7.
   Google Scholar
• Lee, M., J. Wolf, M. Oliveira, and M. Kaiser. 2008. “Data Visualisation in Travel and Physical Activity Studies.” Paper presented at the meeting of the International Conference on Survey Methods in Transport: Harmonisation and Data Comparability, Annecy, France, May 25–31.
   Google Scholar
• Malleson, N., and M. A. Andresen. 2015. “Spatio-temporal Crime Hotspots and the Ambient Population.” Crime Science 4: 10–17. doi: 10.1186/s40163-015-0023-8
   Google Scholar
• Maruyama, T., Y. Sato, K. Nohara, and S. Imura. 2015. “Increasing Smartphone-based Travel Survey Participants.” Transportation Research Procedia 11: 280–288.
   Google Scholar
• Nitsche, P., P. Widhalm, S. Breuss, and P. Maurer. 2012. “A Strategy on How to Utilize Smartphones for Automatically Reconstructing Trips in Travel Surveys.” Procedia-Social and Behavioral Sciences 48: 1033–1046. doi: 10.1016/j.sbspro.2012.06.1080
   Google Scholar
• Oppermann, M. 1997. “First-time and Repeat Visitors to New Zealand.” Tourism Management 18 (3): 177–181. doi: 10.1016/S0261-5177(96)00119-7
   Web of Science ®Google Scholar
• Oshin, T. O., S. Poslad, and A. Ma. 2012. “Improving the Energy-Efficiency of GPS Based Location Sensing Smartphone Applications.” Trust, Security and Privacy in Computing and Communications (TrustCom), 2012 IEEE 11th International Conference, Liverpool, United Kingdom, pp. 1698–1705.
   Google Scholar
• Palmer, J. R. B., T. J. Espenshade, F. Bartumeus, C. Y. Chung, N. E. Ozgencil, and K. Li. 2013. “New Approaches to Human Mobility: Using Mobile Phones for Demographic Research.” Demography 50 (3): 1105–1128. doi: 10.1007/s13524-012-0175-z
   PubMed Web of Science ®Google Scholar
• Pit, S. W., T. Vo, and S. Pyakurel. 2014. “The Effectiveness of Recruitment Strategies on General Practitioner’s Survey Response Rates—A Systematic Review.” BMC Medical Research Methodology 14. doi:10.1186/1471-2288-14-76.
   PubMed Web of Science ®Google Scholar
• Romanillos, G., M. Z. Austwick, D. Ettema, and J. De Kruijf. 2016. “Big Data and Cycling.” Transport Reviews 36 (1): 114–133. doi: 10.1080/01441647.2015.1084067
   Web of Science ®Google Scholar
• Sadler, G. R., H.-C. Lee, R. S.-H. Lim, and J. Fullerton. 2010. “Research Article: Recruitment of Hard-to-Reach Population Subgroups via Adaptations of the Snowball Sampling Strategy.” Nursing and Health Sciences 12 (3): 369–374. doi: 10.1111/j.1442-2018.2010.00541.x
   PubMed Web of Science ®Google Scholar
• Safi, H., B. Assemi, M. Mesbah, L. Ferreira, and M. Hickman. 2015. “Design and Implementation of a Smartphone-Based Travel Survey.” Transportation Research Record: Journal of the Transportation Research Board 2526: 99–107. doi: 10.3141/2526-11
   Web of Science ®Google Scholar
• Schootman, M., E. J. Nelson, K. Wener, E. Shacham, M. Elliot, K. Ratnapradipa, M. Lian, and A. McVay. 2016. “Emerging Technologies to Measure Neighborhood Conditions in Public Health: Implications for Interventions and Next Steps.” International Journal of Health Geographics 15 (1): 20–28. doi: 10.1186/s12942-016-0050-z
   PubMed Web of Science ®Google Scholar
• Shareck, M., Y. Kestens, and L. Gauvin. 2013. “Examining the Spatial Congruence Between Data Obtained with a Novel Activity Location Questionnaire, Continuous GPS Tracking, and Prompted Recall Surveys.” International Journal of Health Geographies 12 (4). doi:10.1186/1476-072X-12-40.
   PubMed Web of Science ®Google Scholar
• Shoval, N., and R. Ahas. 2016. “The use of Tracking Technologies in Tourism Research: the First Decade.” Tourism Geographies 18 (5): 587–606. doi: 10.1080/14616688.2016.1214977
   Web of Science ®Google Scholar
• Sila-Nowick, K., and P. Thakuriah. 2016. “The Trade-Off between Privacy and Geographic Data Resolution: A Case of GPS Trajectories Combined with the Social Survey Results.” In the International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Prague, Czech Republic, July 12–19.
   Google Scholar
• Silm, S., and R. Ahas. 2014. “Ethnic Differences in Activity Spaces: A Study of Out-of-Home Nonemployment Activities with Mobile Phone Data.” Annals of the Association of American Geographers 104 (3): 542–559. doi: 10.1080/00045608.2014.892362
   Web of Science ®Google Scholar
• Silverman, B. W. 1986. Density Estimation for Statistics and Data Analysis. Boca Raton, FL: CRC Press.
   Google Scholar
• Stewart, T., S. Duncan, B. Chaix, Y. Kestens, J. Schipperijn, and G. Schofield. 2015. “A Novel Assessment of Adolescent Mobility: a Pilot Study.” International Journal of Behavioral Nutrition and Physical Activity 12(18). doi:10.1186/s12966-015-0176-6.
   PubMed Web of Science ®Google Scholar
• Stopher, P., and S. P. Greaves. 2007. “Household Travel Surveys: Where are we Going?” Transportation Research Part A 41 (5): 367–381.
   Google Scholar
• Toole, J. L., M. Ulm, M. C. González, and D. Bauer. 2012. “Inferring Land Use from Mobile Phone Activity.” Proceedings of the ACM SIGKDD International Workshop on Urban Computing NY: ACM, New York, NY, pp. 1-8.
   Google Scholar
• Yuan, Y., and M. Raubal. 2016. “Analyzing the Distribution of Human Activity Space from Mobile Phone Usage: An Individual and Urban-Oriented Study.” International Journal of Geographical Information Science 30 (8): 1594–1621.
   Google Scholar
• van der Spek, S., J. van Schaick, P. de Bois, and R. de Haan. 2009. “Sensing Human Activity: GPS Tracking.” Sensors 9 (4): 3033–3055. doi: 10.3390/s90403033
   PubMed Web of Science ®Google Scholar
• Wang, Y., and D. P. McArthur. 2016. “Linking Smartphone GPS Data with Transport Planning: A Framework of Data Aggregation and Anonymization for a Journey Planning App.” Paper presented at GISRUK 2017, Manchester, United Kingdom, April 18–21.
   Google Scholar
• Wolf, J., R. Guensler, and W. Bachman. 2001. “Elimination of the Travel Diary: Experiment to Derive Trip Purpose From Global Positioning System Travel Data.” Transportation Research Record: Journal of the Transportation Research Board 1768: 125–134. doi: 10.3141/1768-15
   Google Scholar
• Xu, C., H. Qin, and M. Yu. 2015. “Visualizing Spatiotemporal Trajectories of Mobile Social Media Users Using Space–Time Cube.” Cartography and Geographic Information Science 42 (sup1): 75–83. doi: 10.1080/15230406.2015.1059253
   Google Scholar
• Zandbergen, P. A. 2009. “Accuracy of IPhone Locations: A Comparison of Assisted GPS, WiFi and Cellular Positioning.” Transactions in GIS 13 (s1): 5–25. doi: 10.1111/j.1467-9671.2009.01152.x
   Web of Science ®Google Scholar