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Volumn 11, Issue 98, 2014, Pages

The scaling of human interactions with city size

Author keywords

Epidemiology; Human interactions; Mobile phone data; Networks; Urban scaling

Indexed keywords

BIOPHYSICS; BIOTECHNOLOGY; EPIDEMIOLOGY; NETWORKS (CIRCUITS);

EID: 84904965868     PISSN: 17425689     EISSN: 17425662     Source Type: Journal    
DOI: 10.1098/rsif.2013.0789     Document Type: Article
Times cited : (275)

References (49)
  • 1
    • 0004206023 scopus 로고
    • (trans. and ed. Wolff KH). New York, NY: Free Press
    • Simmel G. 1950 The sociology of Georg Simmel (trans. and ed. Wolff KH). New York, NY: Free Press.
    • (1950) The Sociology of Georg Simmel
    • Simmel, G.1
  • 2
    • 0002681733 scopus 로고
    • Urbanism as a way of life
    • doi:10.1086/217913
    • Wirth L. 1938 Urbanism as a way of life. Am. J. Sociol. 44, 1-24. (doi:10.1086/217913)
    • (1938) Am. J. Sociol. , vol.44 , pp. 1-24
    • Wirth, L.1
  • 5
    • 0014943362 scopus 로고
    • The experience of living in cities
    • doi:10.1126/science.167.3924.1461
    • Milgram S. 1970 The experience of living in cities. Science 167, 1461-1468. (doi:10.1126/science.167.3924.1461)
    • (1970) Science , vol.167 , pp. 1461-1468
    • Milgram, S.1
  • 6
    • 0001461910 scopus 로고
    • The pace of life
    • doi:10.1038/259557a0
    • Bornstein MH, Bornstein HG. 1976 The pace of life. Nature 259, 557-559. (doi:10.1038/259557a0)
    • (1976) Nature , vol.259 , pp. 557-559
    • Bornstein, M.H.1    Bornstein, H.G.2
  • 8
    • 0000125185 scopus 로고
    • The productivity of cities
    • doi:10.2307/1885259
    • Sveikauskas L. 1975 The productivity of cities. Q. J. Econ. 89, 393-413. (doi:10.2307/1885259)
    • (1975) Q. J. Econ. , vol.89 , pp. 393-413
    • Sveikauskas, L.1
  • 9
    • 0033465305 scopus 로고    scopus 로고
    • Crime, urban flight, and the consequences for cities
    • doi:10.1162/003465399558030
    • Cullen JB, Levitt SD. 1999 Crime, urban flight, and the consequences for cities. Rev. Econ. Stat. 81, 159-169. (doi:10.1162/003465399558030)
    • (1999) Rev. Econ. Stat. , vol.81 , pp. 159-169
    • Cullen, J.B.1    Levitt, S.D.2
  • 10
    • 84905053764 scopus 로고    scopus 로고
    • Centers for Disease Control and Prevention. See
    • Centers for Disease Control and Prevention. 2012 HIV surveillance in urban and nonurban areas. See http://www.cdc.gov.
    • (2012) HIV Surveillance in Urban and Nonurban Areas
  • 12
    • 84879264406 scopus 로고    scopus 로고
    • The origin of scaling in cities
    • doi:10.1126/science.1235823
    • Bettencourt LMA. 2013 The origin of scaling in cities. Science 340, 1438-1441. (doi:10.1126/science.1235823)
    • (2013) Science , vol.340 , pp. 1438-1441
    • Bettencourt, L.M.A.1
  • 13
    • 60949083291 scopus 로고    scopus 로고
    • Superlinear scaling for innovation in cities
    • doi:10.1103/PhysRevE.79.016115
    • Arbesman S, Kleinberg JM, Strogatz SH. 2009 Superlinear scaling for innovation in cities. Phys. Rev. E 79, 016115. (doi:10.1103/PhysRevE.79.016115)
    • (2009) Phys. Rev. E , vol.79 , pp. 016115
    • Arbesman, S.1    Kleinberg, J.M.2    Strogatz, S.H.3
  • 14
    • 84891618833 scopus 로고    scopus 로고
    • Urban characteristics attributable to density-driven tie formation
    • doi:10.1038/ncomms2961
    • Pan W, Ghoshal G, Krumme C, Cebrian M, Pentland A. 2013 Urban characteristics attributable to density-driven tie formation. Nat. Commun. 4, 1961. (doi:10.1038/ncomms2961)
    • (2013) Nat. Commun. , vol.4 , pp. 1961
    • Pan, W.1    Ghoshal, G.2    Krumme, C.3    Cebrian, M.4    Pentland, A.5
  • 17
    • 0034992027 scopus 로고    scopus 로고
    • Social interactions, local spillovers and unemployment
    • doi:10.1111/1467-937X.00169
    • Topa G. 2001 Social interactions, local spillovers and unemployment. Rev. Econ. Stud. 68, 261-295. (doi:10.1111/1467-937X.00169)
    • (2001) Rev. Econ. Stud. , vol.68 , pp. 261-295
    • Topa, G.1
  • 19
    • 0021044014 scopus 로고
    • An introduction to sample selection bias in sociological data
    • doi:10.2307/2095230
    • Berk RA. 1983 An introduction to sample selection bias in sociological data. Am. Sociol. Rev. 48, 386-398. (doi:10.2307/2095230)
    • (1983) Am. Sociol. Rev. , vol.48 , pp. 386-398
    • Berk, R.A.1
  • 20
    • 59849122652 scopus 로고    scopus 로고
    • Computational social science
    • doi:10.1126/science.1167742
    • Lazer D et al. 2009 Computational social science. Science 323, 721-723. (doi:10.1126/science.1167742)
    • (2009) Science , vol.323 , pp. 721-723
    • Lazer, D.1
  • 22
    • 84887275555 scopus 로고    scopus 로고
    • Limited communication capacity unveils strategies for human interaction
    • doi:10.1038/srep01950
    • Miritello G, Lara R, Cebrian M, Moro E. 2013 Limited communication capacity unveils strategies for human interaction. Sci. Rep. 3, 1950. (doi:10.1038/srep01950)
    • (2013) Sci. Rep. , vol.3 , pp. 1950
    • Miritello, G.1    Lara, R.2    Cebrian, M.3    Moro, E.4
  • 23
    • 83555173271 scopus 로고    scopus 로고
    • Predictors of short-term deactivation of cell phone contacts in a large scale communication network
    • doi:10.1016/j.socnet.2011.07.002
    • Raeder T, Lizardo Chawla NV, Hachen D. 2011 Predictors of short-term deactivation of cell phone contacts in a large scale communication network. Soc. Net. 33, 245-257. (doi:10.1016/j.socnet.2011.07.002)
    • (2011) Soc. Net. , vol.33 , pp. 245-257
    • Raeder, T.1    Lizardo Chawla, N.V.2    Hachen, D.3
  • 24
    • 79952504668 scopus 로고    scopus 로고
    • Small but slow world: How network topology and burstiness slow down spreading
    • doi:10.1103/PhysRevE.83.025102
    • Karsai M, Kivelä M, Pan RK, Kaski K, Kertész J, Barabási A-L, Saramäki J. 2011 Small but slow world: how network topology and burstiness slow down spreading. Phys. Rev. E 83, 025102. (doi:10.1103/PhysRevE.83.025102)
    • (2011) Phys. Rev. E , vol.83 , pp. 025102
    • Karsai, M.1    Kivelä, M.2    Pan, R.K.3    Kaski, K.4    Kertész, J.5    Barabási, A.-L.6    Saramäki, J.7
  • 26
    • 27744461224 scopus 로고    scopus 로고
    • Are social networks technically embedded? How networks are changing today with changes in communication technology
    • doi:10.1016/j.socnet.2004.11.001
    • Licoppe C, Smoreda Z. 2005 Are social networks technically embedded? How networks are changing today with changes in communication technology. Soc. Net. 27, 317-335. (doi:10.1016/j.socnet.2004.11.001)
    • (2005) Soc. Net. , vol.27 , pp. 317-335
    • Licoppe, C.1    Smoreda, Z.2
  • 27
    • 84933515683 scopus 로고    scopus 로고
    • Effects of time window size and placement on the structure of aggregated networks
    • doi:10.1140/epjds4
    • Krings G, Karsai M, Bernhardsson S, Blondel VD, Saramäki J. 2012 Effects of time window size and placement on the structure of aggregated networks. EPJ Data Sci. 1, 1-16. (doi:10.1140/epjds4)
    • (2012) EPJ Data Sci. , vol.1 , pp. 1-16
    • Krings, G.1    Karsai, M.2    Bernhardsson, S.3    Blondel, V.D.4    Saramäki, J.5
  • 28
    • 85044804163 scopus 로고    scopus 로고
    • Is the cell phone undermining the social order? Understanding mobile technology from a sociological perspective
    • doi:10.1007/s12130-006-1010-x
    • Geser H. 2006 Is the cell phone undermining the social order? Understanding mobile technology from a sociological perspective. Know. Technol. Pol. 19, 8-18. (doi:10.1007/s12130-006-1010-x)
    • (2006) Know. Technol. Pol. , vol.19 , pp. 8-18
    • Geser, H.1
  • 29
    • 70349313631 scopus 로고    scopus 로고
    • Inferring friendship structure by using mobile phone data
    • doi:10.1073/pnas.0900282106
    • Eagle N, Pentland A, Lazer D. 2009 Inferring friendship structure by using mobile phone data. Proc. Natl Acad. Sci. USA 106, 15 274-15 278. (doi:10.1073/pnas.0900282106)
    • (2009) Proc. Natl Acad. Sci. USA , vol.106 , pp. 15274-15278
    • Eagle, N.1    Pentland, A.2    Lazer, D.3
  • 30
    • 84875754510 scopus 로고    scopus 로고
    • The impact of biases in mobile phone ownership on estimates of human mobility
    • doi:10.1098/rsif.2012.0986
    • Wesolowski A, Eagle N, Noor AM, Snow RW, Buckee CO. 2013 The impact of biases in mobile phone ownership on estimates of human mobility. J. R. Soc. Interface 10, 20120986. (doi:10.1098/rsif.2012.0986)
    • (2013) J. R. Soc. Interface , vol.10 , pp. 20120986
    • Wesolowski, A.1    Eagle, N.2    Noor, A.M.3    Snow, R.W.4    Buckee, C.O.5
  • 31
    • 79960222723 scopus 로고    scopus 로고
    • Interplay between telecommunications and face-to-face interactions: A study using mobile phone data
    • doi:10.1371/journal.pone.0020814
    • Calabrese F, Smoreda Z, Blondel VD, Ratti C. 2011 Interplay between telecommunications and face-to-face interactions: a study using mobile phone data. PLoS ONE 6, e20814. (doi:10.1371/journal.pone.0020814)
    • (2011) PLoS ONE , vol.6
    • Calabrese, F.1    Smoreda, Z.2    Blondel, V.D.3    Ratti, C.4
  • 32
    • 0348186338 scopus 로고    scopus 로고
    • Cambridge, UK: Cambridge University Press
    • Davidson AC. 2003 Statistical models. Cambridge, UK: Cambridge University Press.
    • (2003) Statistical Models
    • Davidson, A.C.1
  • 33
    • 79960601554 scopus 로고    scopus 로고
    • A brief history of generative models for power law and lognormal distributions
    • doi:10.1080/15427951.2004.10129088
    • Mitzenmacher M. 2004 A brief history of generative models for power law and lognormal distributions. Internet Math. 1, 226-251. (doi:10.1080/15427951. 2004.10129088)
    • (2004) Internet Math. , vol.1 , pp. 226-251
    • Mitzenmacher, M.1
  • 34
    • 15444372528 scopus 로고    scopus 로고
    • Subnets of scale-free networks are not scale-free: Sampling properties of networks
    • doi:10.1073/pnas.0501179102
    • Stumpf MPH, Wiuf C, May RM. 2005 Subnets of scale-free networks are not scale-free: sampling properties of networks. Proc. Natl Acad. Sci. USA 102, 4221-4224. (doi:10.1073/pnas.0501179102)
    • (2005) Proc. Natl Acad. Sci. USA , vol.102 , pp. 4221-4224
    • Stumpf, M.P.H.1    Wiuf, C.2    May, R.M.3
  • 35
    • 32844475337 scopus 로고    scopus 로고
    • Statistical properties of sampled networks
    • doi:10.1103/PhysRevE.73.016102
    • Lee SH, Kim PJ, Jeong H. 2006 Statistical properties of sampled networks. Phys. Rev. E 73, 016102. (doi:10.1103/PhysRevE.73.016102)
    • (2006) Phys. Rev. E , vol.73 , pp. 016102
    • Lee, S.H.1    Kim, P.J.2    Jeong, H.3
  • 36
    • 0032482432 scopus 로고    scopus 로고
    • Collective dynamics of 'small-world' networks
    • doi:10.1038/30918
    • Watts DJ, Strogatz SH. 1998 Collective dynamics of 'small-world' networks. Nature 393, 440-442. (doi:10.1038/30918)
    • (1998) Nature , vol.393 , pp. 440-442
    • Watts, D.J.1    Strogatz, S.H.2
  • 37
    • 77957272076 scopus 로고    scopus 로고
    • Measuring degree - Degree association in networks
    • doi:10.1103/PhysRevE.82.037102
    • Raschke M, Schläpfer M, Nibali R. 2010 Measuring degree - degree association in networks. Phys. Rev. E 82, 037102. (doi:10.1103/PhysRevE.82. 037102)
    • (2010) Phys. Rev. E , vol.82 , pp. 037102
    • Raschke, M.1    Schläpfer, M.2    Nibali, R.3
  • 38
    • 28844479734 scopus 로고    scopus 로고
    • Tuning clustering in random networks with arbitrary degree distributions
    • doi:10.1103/PhysRevE.72.036133
    • Serrano MA, Boguña M. 2005 Tuning clustering in random networks with arbitrary degree distributions. Phys. Rev. E 72, 036133. (doi:10.1103/PhysRevE.72.036133)
    • (2005) Phys. Rev. E , vol.72 , pp. 036133
    • Serrano, M.A.1    Boguña, M.2
  • 39
    • 31344474880 scopus 로고    scopus 로고
    • Complex networks: Structure and dynamics
    • doi:10.1016/j.physrep.2005.10.009
    • Boccaletti S, Latora V, Moreno Y, Chavez M, Hwang D. 2006 Complex networks: structure and dynamics. Phys. Rep. 424, 175-308. (doi:10.1016/j. physrep.2005.10.009)
    • (2006) Phys. Rep. , vol.424 , pp. 175-308
    • Boccaletti, S.1    Latora, V.2    Moreno, Y.3    Chavez, M.4    Hwang, D.5
  • 40
    • 0035794256 scopus 로고    scopus 로고
    • Epidemic spreading in scale-free networks
    • doi:10.1103/PhysRevLett.86.3200
    • Pastor-Satorras R, Vespignani A. 2001 Epidemic spreading in scale-free networks. Phys. Rev. Lett. 86, 3200-3203. (doi:10.1103/PhysRevLett.86.3200)
    • (2001) Phys. Rev. Lett. , vol.86 , pp. 3200-3203
    • Pastor-Satorras, R.1    Vespignani, A.2
  • 42
    • 68649124583 scopus 로고    scopus 로고
    • Random graphs with clustering
    • doi:10.1103/PhysRevLett.103.058701
    • Newman MEJ. 2009 Random graphs with clustering. Phys. Rev. Lett. 103, 058701. (doi:10.1103/PhysRevLett.103.058701)
    • (2009) Phys. Rev. Lett. , vol.103 , pp. 058701
    • Newman, M.E.J.1
  • 43
    • 34247960076 scopus 로고
    • The strength of weak ties
    • doi:10.1086/225469
    • Granovetter M. 1973 The strength of weak ties. Am. J. Sociol. 78, 1360-1380. (doi:10.1086/225469)
    • (1973) Am. J. Sociol. , vol.78 , pp. 1360-1380
    • Granovetter, M.1
  • 44
    • 45849149183 scopus 로고    scopus 로고
    • The effect of network mixing patterns on epidemic dynamics and the efficacy of disease contact tracing
    • doi:10.1098/rsif.2007.1272
    • Kiss IZ, Green DM, Kao RR. 2008 The effect of network mixing patterns on epidemic dynamics and the efficacy of disease contact tracing. J. R. Soc. Interface 5, 791-799. (doi:10.1098/rsif.2007.1272)
    • (2008) J. R. Soc. Interface , vol.5 , pp. 791-799
    • Kiss, I.Z.1    Green, D.M.2    Kao, R.R.3
  • 45
    • 17044428559 scopus 로고    scopus 로고
    • The impact of social structure on economic outcomes
    • doi:10.1257/0895330053147958
    • Granovetter M. 2005 The impact of social structure on economic outcomes. J. Econ. Persp. 19, 33-50. (doi:10.1257/0895330053147958)
    • (2005) J. Econ. Persp. , vol.19 , pp. 33-50
    • Granovetter, M.1
  • 47
    • 0035639140 scopus 로고    scopus 로고
    • Birds of a feather: Homophily in social networks
    • doi:10.1146/annurev.soc.27.1.415
    • McPherson M, Smith-Lovin L, Cook JM. 2001 Birds of a feather: homophily in social networks. Annu. Rev. Sociol. 27, 415-444. (doi:10.1146/annurev.soc.27. 1.415)
    • (2001) Annu. Rev. Sociol. , vol.27 , pp. 415-444
    • McPherson, M.1    Smith-Lovin, L.2    Cook, J.M.3
  • 49
    • 77953058692 scopus 로고    scopus 로고
    • Network diversity and economic development
    • doi:10.1126/science.1186605
    • Eagle N, Macy M, Claxton R. 2010 Network diversity and economic development. Science 328, 1029-1031. (doi:10.1126/science.1186605)
    • (2010) Science , vol.328 , pp. 1029-1031
    • Eagle, N.1    Macy, M.2    Claxton, R.3


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