@article{song2010limits, abstract = {A range of applications, from predicting the spread of human and electronic viruses to city planning and resource management in mobile communications, depend on our ability to foresee the whereabouts and mobility of individuals, raising a fundamental question: To what degree is human behavior predictable? Here we explore the limits of predictability in human dynamics by studying the mobility patterns of anonymized mobile phone users. By measuring the entropy of each individual's trajectory, we find a 93% potential predictability in user mobility across the whole user base. Despite the significant differences in the travel patterns, we find a remarkable lack of variability in predictability, which is largely independent of the distance users cover on a regular basis. }, author = {Song, Chaoming and Qu, Zehui and Blumm, Nicholas and Barabási, Albert-László}, doi = {10.1126/science.1177170}, eprint = {http://www.sciencemag.org/cgi/reprint/327/5968/1018.pdf}, interhash = {f2611a08bf6db54f86e884c05f3cb5fb}, intrahash = {a89330f8eb32ce62b5f5c9a2b4909f25}, journal = {Science}, number = 5968, pages = {1018--1021}, title = {Limits of Predictability in Human Mobility}, url = {http://www.sciencemag.org/cgi/content/abstract/327/5968/1018}, volume = 327, year = 2010 } @inproceedings{ls_leimeister, address = {Universität Hohenheim}, author = {Ono, A. and Leimeister, J. M. and Krcmar, H.}, booktitle = {Arbeitspapier Nr. 112 des Lehrstuhls für Wirtschaftsinformatik}, editor = {Krcmar, H.}, interhash = {f2857b2dec2425f082b9d9d310e8c3c4}, intrahash = {c12f5ad3e837ce0a28ad55494e9f9c3a}, month = {September}, title = {Mobile Internet Market in Japan: An Overview}, url = {http://pubs.wi-kassel.de/wp-content/uploads/2013/03/JML_7.pdf}, year = 2002 } @article{naaman2008zonetag, abstract = {We describe ZoneTag, a camera phone application that allows users to capture, annotate, and share photos directly from their phone.}, address = {Los Alamitos, CA, USA}, author = {Naaman, Mor and Nair, Rahul}, doi = {http://doi.ieeecomputersociety.org/10.1109/MMUL.2008.69}, editor = {Panchanathan, Sethuraman}, interhash = {0eaa336bc425a2710aefe9b2a4f3711d}, intrahash = {3a6067d3abc1cfdb9b59aa8e222ea664}, issn = {1070-986X}, journal = {IEEE MultiMedia}, number = 3, pages = {34-40}, publisher = {IEEE Computer Society}, title = {ZoneTag's Collaborative Tag Suggestions: What is This Person Doing in My Phone?}, volume = 15, year = 2008 } @misc{candia-2007, abstract = { Novel aspects of human dynamics and social interactions are investigated by means of mobile phone data. Using extensive phone records resolved in both time and space, we study the mean collective behavior at large scales and focus on the occurrence of anomalous events. We discuss how these spatiotemporal anomalies can be described using standard percolation theory tools. We also investigate patterns of calling activity at the individual level and show that the interevent time of consecutive calls is heavy-tailed. This finding, which has implications for dynamics of spreading phenomena in social networks, agrees with results previously reported on other human activities.}, author = {Candia, J. and Gonzalez, M. C. and Wang, P. and Schoenharl, T. and Madey, G. and Barabasi, A. L.}, interhash = {16dacb08d5f7c4e2b9876ecba8a99a41}, intrahash = {ea8b6a4442ccc0cb7dd222f6bd1d992a}, title = {Uncovering individual and collective human dynamics from mobile phone records}, url = {http://www.citebase.org/abstract?id=oai:arXiv.org:0710.2939}, year = 2007 } @techreport{ieKey, author = {Groh, Georg}, institution = {TU München}, interhash = {7507ea3706a7cc5aaae769370f0671b1}, intrahash = {87835f6fce05f443a4956673662734d2}, month = {March}, title = {Ortsbezug in kontext-sensitiven Diensten für mobile Communities}, type = {8. Münchner Fortbildungsseminar Geoinformationssysteme}, year = 2003 }