A visual exploration of mobile phone users, land cover, time, and space

作者: André Skupin

DOI: 10.1016/J.PMCJ.2013.07.007

关键词: Global Positioning SystemMobile broadbandInformation retrievalSelf-organizing mapAtlas (topology)SpatializationMobile phoneVisualizationComputer visionComputer scienceThematic mapArtificial intelligence

摘要: A series of maps were produced that together form a type atlas the Nokia Mobile Data Challenge (MDC). Like in traditional geographic atlas, limited number base map configurations is generated, onto which various thematic elements are then overlaid. Two those themselves derived from MDC data; third referenced space. Thematic overlays serve several purposes, including elaborating different geometry had been derived, as well linking other data to it. The core study presented here an intersection high-dimensional concepts, dimensionality reduction, analysis, and visualization, intended point departure towards integrated, attribute-centered understanding people's movement patterns. Among advances put forth new time-weighted kernel density model approach journey vertices captured via GPS WLAN.

参考文章(27)
André Skupin, Where do you want to go today [in attribute space]? Springer, Dordrecht. pp. 133- 149 ,(2007) , 10.1007/1-4020-5427-0_9
O. Dousse, N. Kiukkonen, Daniel Gatica-Perez, Blom J., Laurila J., Towards rich mobile phone datasets: Lausanne data collection campaign Proc. ACM Int. Conf. on Pervasive Services (ICPS), Berlin.. ,(2010)
Andre Skupin, Pragya Agarwal, Self-organising maps : applications in geographic information science John Wiley & Sons. ,(2008)
Andr Skupin, Visualizing Human Movement in Attribute Space John Wiley & Sons, Ltd. pp. 121- 135 ,(2008) , 10.1002/9780470021699.CH7
J. Kangas, J. Hynninen, T. Kohonen, J. Laaksonen, SOM_PAK: The Self-Organizing Map Program Package ,(1996)
Urška Demšar, Kirsi Virrantaus, Space-time density of trajectories: exploring spatio-temporal patterns in movement data International Journal of Geographical Information Science. ,vol. 24, pp. 1527- 1542 ,(2010) , 10.1080/13658816.2010.511223
Teuvo Kohonen, Samuel Kaski, Krista Lagus, Jarkko Salojärvi, Jukka Honkela, Vesa Paatero, Antti Saarela, Self organization of a massive text document collection Kohonen Maps. pp. 171- 182 ,(1999) , 10.1016/B978-044450270-4/50013-9
Jukka M. Krisp, Planning Fire and Rescue Services by Visualizing Mobile Phone Density Journal of Urban Technology. ,vol. 17, pp. 61- 69 ,(2010) , 10.1080/10630731003597330
G. Andrienko, N. Andrienko, P. Bak, D. Keim, S. Kisilevich, S. Wrobel, A conceptual framework and taxonomy of techniques for analyzing movement Journal of Visual Languages and Computing. ,vol. 22, pp. 213- 232 ,(2011) , 10.1016/J.JVLC.2011.02.003