Understanding the Regularity and Variability of Human Mobility from Geo-trajectory

作者: Bin Guo , Zhiwen Yu , Xingshe Zhou , Yunji Liang

DOI: 10.5555/2457524.2457622

关键词:

摘要: Over the last few years, many efforts have been devoted to revealing human mobility patterns. However, regularity and variability of from a microscopic view, i.e., what factors affect patterns, has yet not investigated. In this paper, we aim study impact that may patterns using social network analysis. Specifically, introduce spatial interaction matrix represent strength semantics among regions. Based on matrix, investigate including temporal factors, occupational age factors. Our experimental results demonstrate lots such as environmental, contribute shape

参考文章(17)
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)
Douglas Brent West, Introduction to Graph Theory ,(1995)
Marta C. González, César A. Hidalgo, Albert-László Barabási, Understanding individual human mobility patterns Nature. ,vol. 453, pp. 779- 782 ,(2008) , 10.1038/NATURE06958
Ryong Lee, Shoko Wakamiya, Kazutoshi Sumiya, Discovery of unusual regional social activities using geo-tagged microblogs World Wide Web. ,vol. 14, pp. 321- 349 ,(2011) , 10.1007/S11280-011-0120-X
Bin Guo, Daqing Zhang, Zhiwen Yu, Francesco Calabrese, Extracting social and community intelligence from digital footprints ambient intelligence. ,vol. 5, pp. 1- 2 ,(2014) , 10.1007/S12652-012-0116-0
Bin Guo, Zhiwen Yu, Xingshe Zhou, Daqing Zhang, Hybrid SN: Interlinking Opportunistic and Online Communities to Augment Information Dissemination 2012 9th International Conference on Ubiquitous Intelligence and Computing and 9th International Conference on Autonomic and Trusted Computing. pp. 188- 195 ,(2012) , 10.1109/UIC-ATC.2012.29
Fosca Giannotti, Mirco Nanni, Fabio Pinelli, Dino Pedreschi, Trajectory pattern mining Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '07. pp. 330- 339 ,(2007) , 10.1145/1281192.1281230
D. Brockmann, L. Hufnagel, T. Geisel, The scaling laws of human travel Nature. ,vol. 439, pp. 462- 465 ,(2006) , 10.1038/NATURE04292
Sara Motahari, Hui Zang, Phyllis Reuther, The Impact of Temporal Factors on Mobility Patterns hawaii international conference on system sciences. pp. 5659- 5668 ,(2012) , 10.1109/HICSS.2012.572
D. Comaniciu, P. Meer, Mean shift: a robust approach toward feature space analysis IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 24, pp. 603- 619 ,(2002) , 10.1109/34.1000236