메뉴 건너뛰기




Volumn 2, Issue 1-2, 2016, Pages 75-92

An analytical framework to nowcast well-being using mobile phone data

Author keywords

Big data; Complex systems; Economic data; Economic development; Forecasting; Human mobility; Nowcasting; Social networks

Indexed keywords

BEHAVIORAL RESEARCH; BIG DATA; CELLULAR TELEPHONES; ECONOMICS; PREDICTIVE ANALYTICS;

EID: 85019566779     PISSN: 2364415X     EISSN: 23644168     Source Type: Journal    
DOI: 10.1007/s41060-016-0013-2     Document Type: Article
Times cited : (123)

References (62)
  • 1
    • 84905501315 scopus 로고    scopus 로고
    • The impact of social segregation on human mobility in developing and urbanized regions
    • Amini, A., Kung, K., Kang, C., Sobolevsky, S., Ratti, C.: The impact of social segregation on human mobility in developing and urbanized regions. EPJ Data Sci. 3 (2014)
    • (2014) EPJ Data Sci , vol.3
    • Amini, A.1    Kung, K.2    Kang, C.3    Sobolevsky, S.4    Ratti, C.5
  • 2
    • 84928541784 scopus 로고    scopus 로고
    • A world that counts: Mobilizing the data revolution for sustainable development
    • Technical report
    • A world that counts: mobilizing the data revolution for sustainable development. Technical report, United Nations (2014)
    • (2014) United Nations
  • 3
    • 84869022876 scopus 로고    scopus 로고
    • Four degrees of separation
    • ACM, New York, NY, USA
    • Backstrom, L., Boldi, P., Rosa, M., Ugander, J., Vigna, S.: Four degrees of separation. In: Proceedings of the 4th Annual ACM Web Science Conference, WebSci’12, pp. 33–42. ACM, New York, NY, USA (2012)
    • (2012) Proceedings of the 4Th Annual ACM Web Science Conference, WebSci’12 , pp. 33-42
  • 5
    • 18744406314 scopus 로고    scopus 로고
    • The origin of bursts and heavy tails in human dynamics
    • Barabási, A.-L.: The origin of bursts and heavy tails in human dynamics. Nature 435, 207 (2005) DOI: 10.1038/nature03459
    • (2005) Nature , vol.435 , pp. 207
    • Barabási, A.-L.1
  • 8
    • 85088129925 scopus 로고    scopus 로고
    • Calling for better measurement: Estimating an individual’s wealth and well-being
    • Data Mining for Social Good
    • Blumenstock, J.: Calling for better measurement: Estimating an individual’s wealth and well-being. In: ACM KDD (Data Mining for Social Good) (2014)
    • (2014) ACM KDD
    • Blumenstock, J.1
  • 17
    • 77953058692 scopus 로고    scopus 로고
    • Network diversity and economic development
    • Eagle, N., Macy, M., Claxton, R.: Network diversity and economic development. Science 328(5981), 1029–1031 (2010) DOI: 10.1126/science.1186605
    • (2010) Science , vol.328 , Issue.5981 , pp. 1029-1031
    • Eagle, N.1    Macy, M.2    Claxton, R.3
  • 18
    • 65049089233 scopus 로고    scopus 로고
    • Eigenbehaviors: identifying structure in routine
    • Eagle, N., Pentland, A.S.: Eigenbehaviors: identifying structure in routine. Behav. Ecol. Sociobiol. 63(7), 1057–1066 (2009) DOI: 10.1007/s00265-009-0739-0
    • (2009) Behav. Ecol. Sociobiol. , vol.63 , Issue.7 , pp. 1057-1066
    • Eagle, N.1    Pentland, A.S.2
  • 19
    • 74049087026 scopus 로고    scopus 로고
    • Community detection in graphs
    • Fortunato, S.: Community detection in graphs. Phys. Rep. 486(3–5), 75–174 (2010) DOI: 10.1016/j.physrep.2009.11.002
    • (2010) Phys. Rep. , vol.486 , Issue.3-5 , pp. 75-174
    • Fortunato, S.1
  • 22
    • 0141733943 scopus 로고
    • Vox populi
    • Galton, F.: Vox populi. Nature 75(7), 450–451 (1907)
    • (1907) Nature , vol.75 , Issue.7 , pp. 450-451
    • Galton, F.1
  • 24
    • 44849122540 scopus 로고    scopus 로고
    • Understanding individual human mobility patterns
    • González, M.C., Hidalgo, C.A., Barabási, A.-L.: Understanding individual human mobility patterns. Nature 453(7196), 779–782 (2008) DOI: 10.1038/nature06958
    • (2008) Nature , vol.453 , Issue.7196 , pp. 779-782
    • González, M.C.1    Hidalgo, C.A.2    Barabási, A.-L.3
  • 25
    • 33750228994 scopus 로고    scopus 로고
    • Relative importance for linear regression in r: the package relaimpo
    • Groemping, U.: Relative importance for linear regression in r: the package relaimpo. J. Stat. Softw. 17(1), 1–27 (2006) DOI: 10.1360/jos170001
    • (2006) J. Stat. Softw. , vol.17 , Issue.1 , pp. 1-27
    • Groemping, U.1
  • 27
    • 79957960790 scopus 로고    scopus 로고
    • How to create an innovation accelerator
    • Helbing, D., Balietti, S.: How to create an innovation accelerator. EPJ Spec. Top. 195(1), 101–136 (2011) DOI: 10.1140/epjst/e2011-01403-6
    • (2011) EPJ Spec. Top. , vol.195 , Issue.1 , pp. 101-136
    • Helbing, D.1    Balietti, S.2
  • 28
    • 40249114714 scopus 로고    scopus 로고
    • The dynamics of a mobile phone network
    • Hidalgo, C.A., Rodriguez-Sickert, C.: The dynamics of a mobile phone network. Phys. A 387(12), 3017–3024 (2008) DOI: 10.1016/j.physa.2008.01.073
    • (2008) Phys. A , vol.387 , Issue.12 , pp. 3017-3024
    • Hidalgo, C.A.1    Rodriguez-Sickert, C.2
  • 31
    • 84865611800 scopus 로고    scopus 로고
    • Clustering daily patterns of human activities in the city
    • Jiang, S., Jr, J.F., González, M.: Clustering daily patterns of human activities in the city. Data Min. Knowl. Discov. 25, 478–510 (2012)
    • (2012) Data Min. Knowl. Discov. , vol.25 , pp. 478-510
    • Jiang, S.1    Jr, J.F.2    González, M.3
  • 32
    • 80255134202 scopus 로고    scopus 로고
    • Human mobility models for opportunistic networks
    • Karamshuk, D., Boldrini, C., Conti, M., Passarella, A.: Human mobility models for opportunistic networks. IEEE Commun. Mag. 49(12), 157–165 (2011) DOI: 10.1109/MCOM.2011.6094021
    • (2011) IEEE Commun. Mag. , vol.49 , Issue.12 , pp. 157-165
    • Karamshuk, D.1    Boldrini, C.2    Conti, M.3    Passarella, A.4
  • 33
    • 0033500508 scopus 로고    scopus 로고
    • Gender, the home-work link, and space–time patterns of nonemployment activities
    • Kwan, M.-P.: Gender, the home-work link, and space–time patterns of nonemployment activities. Econ. Geogr. 75(4), 370–394 (1999)
    • (1999) Econ. Geogr. , vol.75 , Issue.4 , pp. 370-394
    • Kwan, M.-P.1
  • 35
    • 34147182909 scopus 로고    scopus 로고
    • Learning and inferring transportation routines
    • Liao, L., Patterson, D.J., Fox, D., Kautz, H.: Learning and inferring transportation routines. Artif. Intell. 171(5–6), 311–331 (2007) DOI: 10.1016/j.artint.2007.01.006
    • (2007) Artif. Intell. , vol.171 , Issue.5-6 , pp. 311-331
    • Liao, L.1    Patterson, D.J.2    Fox, D.3    Kautz, H.4
  • 39
    • 84933513624 scopus 로고    scopus 로고
    • Privacy-by-design in big data analytics and social mining
    • Monreale, A., Rinzivillo, S., Pratesi, F., Giannotti, F., Pedreschi, D.: Privacy-by-design in big data analytics and social mining. EPJ Data Sci. 10 (2014). doi:10.1140/epjdss13688-014-0010-4 DOI: 10.1140/epjdss13688-014-0010-4
    • (2014) EPJ Data Sci , vol.10
    • Monreale, A.1    Rinzivillo, S.2    Pratesi, F.3    Giannotti, F.4    Pedreschi, D.5
  • 40
    • 0038718854 scopus 로고    scopus 로고
    • The structure and function of complex networks
    • Newman, M.E.J.: The structure and function of complex networks. SIAM Rev. 45(2), 167–256 (2003) DOI: 10.1137/S003614450342480
    • (2003) SIAM Rev. , vol.45 , Issue.2 , pp. 167-256
    • Newman, M.E.J.1
  • 42
    • 84891618833 scopus 로고    scopus 로고
    • Urban characteristics attributable to density-driven tie formation
    • Pan, W., Ghoshal, G., Krumme, C., Cebrian, M., Pentland, A.: Urban characteristics attributable to density-driven tie formation. Nat. Commun. 4, 1961 (2013). doi:10.1038/ncomms2961 DOI: 10.1038/ncomms2961
    • (2013) Nat. Commun. , vol.4
    • Pan, W.1    Ghoshal, G.2    Krumme, C.3    Cebrian, M.4    Pentland, A.5
  • 45
    • 84971222498 scopus 로고    scopus 로고
    • Human mobility modelling: Exploration and preferential return meet the gravity model
    • The 7th International Conference on Ambient Systems, Networks and Technologies (ANT 2016)/The 6th International Conference on Sustainable Energy Information Technology (SEIT-2016)/Affiliated Workshops
    • Pappalardo, L., Rinzivillo, S., Simini, F.: Human mobility modelling: exploration and preferential return meet the gravity model. Procedia Comput. Sci. 83, 934–939 (2016). The 7th International Conference on Ambient Systems, Networks and Technologies (ANT 2016)/The 6th International Conference on Sustainable Energy Information Technology (SEIT-2016)/Affiliated Workshops
    • (2016) Procedia Comput. Sci. , vol.83 , pp. 934-939
    • Pappalardo, L.1    Rinzivillo, S.2    Simini, F.3
  • 51
    • 84862998679 scopus 로고    scopus 로고
    • Socio-geography of human mobility: A study using longitudinal mobile phone data
    • Phithakkitnukoon, S., Smoreda, Z., Olivier, P.: Socio-geography of human mobility: a study using longitudinal mobile phone data. PLoS One 7(6), e39253,06 (2012)
    • (2012) Plos One , vol.7 , Issue.6
    • Phithakkitnukoon, S.1    Smoreda, Z.2    Olivier, P.3
  • 53
    • 84891382048 scopus 로고    scopus 로고
    • Are call detail records biased for sampling human mobility?
    • Ranjan, G., Zang, H., Zhang, Z.-L., Bolot, J.: Are call detail records biased for sampling human mobility? SIGMOBILE Mob. Comput. Commun. Rev. 16(3), 33–44 (2012) DOI: 10.1145/2412096.2412101
    • (2012) SIGMOBILE Mob. Comput. Commun. Rev. , vol.16 , Issue.3 , pp. 33-44
    • Ranjan, G.1    Zang, H.2    Zhang, Z.-L.3    Bolot, J.4
  • 56
    • 84859451205 scopus 로고    scopus 로고
    • A universal model for mobility and migration patterns
    • Simini, F., González, M.C., Maritan, A., Barabási, A.-L.: A universal model for mobility and migration patterns. Nature 484(7392), 96–100 (2012) DOI: 10.1038/nature10856
    • (2012) Nature , vol.484 , Issue.7392 , pp. 96-100
    • Simini, F.1    González, M.C.2    Maritan, A.3    Barabási, A.-L.4
  • 58
    • 77957566436 scopus 로고    scopus 로고
    • Modelling the scaling properties of human mobility
    • Song, C., Koren, T., Wang, P., Barabási, A.-L.: Modelling the scaling properties of human mobility. Nat. Phys. 6(10), 818–823 (2010) DOI: 10.1038/nphys1760
    • (2010) Nat. Phys. , vol.6 , Issue.10 , pp. 818-823
    • Song, C.1    Koren, T.2    Wang, P.3    Barabási, A.-L.4
  • 59
    • 77149139158 scopus 로고    scopus 로고
    • Limits of predictability in human mobility
    • Song, C., Qu, Z., Blumm, N., Barabási, A.-L.: Limits of predictability in human mobility. Science 327(5968), 1018–1021 (2010) DOI: 10.1126/science.1177170
    • (2010) Science , vol.327 , Issue.5968 , pp. 1018-1021
    • Song, C.1    Qu, Z.2    Blumm, N.3    Barabási, A.-L.4
  • 62
    • 84908156144 scopus 로고    scopus 로고
    • Universal predictability of mobility patterns in cities
    • (,) (,)., http://dx.doi.org/10.1098/rsif.2014.0834
    • Yan, X.-Y., Zhao, C., Fan, Y., Di, Z., Wang, W.-X.: Universal predictability of mobility patterns in cities. J. R. Soc. Interface 11(100) (2014). http://dx.doi.org/10.1098/rsif.2014.0834
    • (2014) J. R. Soc. Interface , vol.11 , Issue.100
    • Yan, X.-Y.1    Zhao, C.2    Fan, Y.3    Di, Z.4    Wang, W.-X.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.