Human Mobility Modelling: Exploration and Preferential Return Meet the Gravity Model

Procedia Computer Science

Volumn 83, Issue , 2016, Pages 934-939

  Pappalardo, Luca ^a,b   Rinzivillo, Salvatore ^b   Simini, Filippo ^c  

^a UNIVERSITY OF PISA   (Italy)

^b ISTI CNR   (Italy)

^c UNIVERSITY OF BRISTOL   (United Kingdom)

Author keywords

Data Science; Human Mobility; Mobility Modeling

Indexed keywords

DIGITAL STORAGE; ENERGY CONSERVATION; TRAJECTORIES;

DATA SCIENCE; GLOBAL MOBILITY; HUMAN MOBILITY; INDIVIDUAL LEVELS; INDIVIDUAL MOBILITY; MOBILE-PHONE USERS; MOBILITY MODEL; REAL TRAJECTORIES;

COMPLEX NETWORKS;

EID: 84971222498     PISSN: None     EISSN: 18770509     Source Type: Conference Proceeding    
DOI: 10.1016/j.procs.2016.04.188     Document Type: Conference Paper

References (15)

1. D. Karamshuk, C. Boldrini, M. Conti, and A. Passarella, "Human mobility models for opportunistic networks," Communications Magazine, IEEE, vol. 49, pp. 157-165, December 2011.
2. C. Song, T. Koren, P. Wang, and A.-L. Barabási, "Modelling the scaling properties of human mobility," Nature Physics, vol. 6, pp. 818-823, Sept. 2010.
3. H. Barbosa, F.B. de Lima-Neto, A. Evsukoff, and R. Menezes The effect of recency to human mobility EPJ Data Science 4 21 2015
4. Y. Yang, S. Jiang, D. Veneziano, S. Athavale, and M. C. Gonzalez, "Timegeo: a spatiotemporal framework for modeling urban mobility without surveys," PNAS, 2015.
5. M. C. González, C.A. Hidalgo, and A.-L. Barabási, "Understanding individual human mobility patterns," Nature, vol. 453, pp. 779-782, June 2008.
6. L. Pappalardo, F. Simini, S. Rinzivillo, D. Pedreschi, F. Giannotti, and A.-L. Barabasi Returners and explorers dichotomy in human mobility Nature Communications 6 8166 2015
7. C. Song, Z. Qu, N. Blumm, and A.-L. Barabási, "Limits of predictability in human mobility," Science, vol. 327, no. 5968, pp. 1018-1021, 2010.
8. S. Isaacman, R. Becker, R. Cáceres, M. Martonosi, J. Rowland, A. Varshavsky, and W. Willinger, "Human mobility modeling at metropolitan scales," in Proceedings of the 10th International Conference on Mobile Systems, Applications, and Services, MobiSys '12, (New York, NY, USA), pp. 239-252, ACM, 2012.
9. G.K. Zipf The p1p2/d hypothesis: On the intercity movement of persons American Sociological Review 11 6 1946 677 686
10. W. S. Jung, F. Wang, and H. E. Stanley, "Gravity model in the korean highway," EPL (Europhysics Letters), vol. 81, p. 48005, 2008.
11. S. Erlander and N. F. Stewart, The gravity model in transportation analysis: theory and extensions. Vsp, 1990.
12. A. G. Wilson, "The use of entropy maximising models, in the theory of trip distribution, mode split and route split," Journal of Transport Economics and Policy, pp. 108-126, 1969.
13. F. Simini, M.C. González, A. Maritan, and A. L. Barabási, "A universal model for mobility and migration patterns," Nature, vol. 484, p. 96, 2012.
14. D. Balcan, V. Colizza, B. Gonçalves, H. Hu, J.J. Ramasco, and A. Vespignani, "Multiscale mobility networks and the spatial spreading of infectious diseases," Proceedings of the National Academy of Sciences, vol. 106, no. 51, p. 21484, 2009.
15. L. Pappalardo, S. Rinzivillo, Z. Qu, D. Pedreschi, and F. Giannotti, "Understanding the patterns of car travel," The European Physical Journal Special Topics, vol. 215, no. 1, pp. 61-73, 2013.