Using big data to examine the effect of urbanism on social networks

References

• Aral, S., & Van Alstyne, M. (2011). The diversity-bandwidth trade-off. American Journal of Sociology, 117(1), 90–171. doi:10.1086/661238
   Web of Science ®Google Scholar
• Bagrow, J. P., Wang, D., & Barabási, A. L. (2011). Collective response on human populations to large-scale emergencies. PloS one, 6(3), e17680. doi:10.1371/journal.pone.0017680
   Web of Science ®Google Scholar
• Beggs, J. J., Haines, V. A., & Hurlbert, J. S. (1996). Revisiting the rural-urban contrast: Personal networks in nonmetropolitan and metropolitan settings. Rural Sociology, 61(2), 306–325. doi:10.1111/j.1549-0831.1996.tb00622.x
   Web of Science ®Google Scholar
• Burrows, R., & Savage, M. (2014). After the crisis? Big data and the methodological challenges of empirical sociology. Big Data & Society, 1(1), 1–6. doi:10.1177/2053951714540280
   Google Scholar
• Burt, R. S. (2000). Decay functions. Social Networks, 22(1), 1–28. doi:10.1016/S0378-8733(99)00015-5
   Web of Science ®Google Scholar
• Castells, M. (2000). The rise of the network society: The information age: Economy, society and culture (Vol. 1). Malden, MA: Blackwell Publishers Inc.
   Google Scholar
• Dong, Y., Lizardo, O., & Chawla, N. V. (2016). Do the young live in a “smaller world” than the old? Age-specific degrees of separation in a large-scale mobile communication network. arXiv,1606.07556.
   Google Scholar
• Ercsey-Ravasz, M., Lichtenwalter, R. N., Chawla, N. V., & Toroczkai, Z. (2012). Range-limited centrality measures in non-weighted and weighted complex networks. Physical Review, 85, 066103. doi:10.1103/PhysRevE.85.066103
   Web of Science ®Google Scholar
• Fischer, C. S. (1972). “Urbanism as a way of life”: A review and an agenda. Sociological Methods & Research, 1(2), 187–242. doi:10.1177/004912417200100203
   Google Scholar
• Fischer, C. S. (1973). On urban alienations and anomie: Powerlessness and social isolation. American Sociological Review, 38(3), 311–326.
   Web of Science ®Google Scholar
• Fischer, C. S. (1975). Toward a subcultural theory of urbanism. American Journal of Sociology, 80(6), 1319–1341. doi:10.1086/225993
   Web of Science ®Google Scholar
• Fischer, C. S. (1982). To dwell among friends. Chicago, IL: The University of Chicago Press.
   Google Scholar
• Fischer, C. S. (1995). The subcultural theory of urbanism: A twentieth-year assessment. American Journal of Sociology, 101(3), 543–577. doi:10.1086/230753
   Web of Science ®Google Scholar
• Fischer, C. S. (2005). Theories of urbanism. In J. Lin & C. Mele (Eds.), The urban sociology reader (pp. 51–64). New York, NY: Routledge.
   Google Scholar
• Gans, H. (1962). The urban villagers: Group and class in the life of Italian-Americans. New York, NY: Free Press.
   Google Scholar
• Ghoshal, G., & Barabási, A. L. (2011). Ranking stability and super-stable nodes in complex networks. Nature Communications, 2, 394. doi:10.1038/ncomms1396
   Web of Science ®Google Scholar
• Haythornthwaite, C. (2005). Social networks and internet connectivity effects. Information, Communication & Society, 8(2), 125–147. doi:10.1080/13691180500146185
   Google Scholar
• Herrera-Yagüe, C., Schneider, C. M., Couronné, T., Smoreda, Z., Benito, R. M., Zufiria, P. J., & González, M. C. (2015). The anatomy of urban social networks and its implications in the searchability problem. Scientific Reports, 5, 10265. doi:10.1038/srep10265
   Web of Science ®Google Scholar
• Hidalgo, C. A., & Rodriguez-Sickert, C. (2008). The dynamics of a mobile phone network. Physica A, 387, 3017–3024. doi:10.1016/j.physa.2008.01.073
   Web of Science ®Google Scholar
• Lazar, D., & Radford, J. (2017). Data ex machina: Introduction to big data. Annual Review of Sociology, 43, 19–39. doi:10.1146/annurev-soc-060116-053457
   Web of Science ®Google Scholar
• Lichtenwalter, R. N., Lussier, J. T., & Chawla, N. V. (2010). New perspectives and methods in link prediction. In Proceedings of the 16th ACM SIGKDD international conference on knowledge discovery and data mining (KDD) (pp. 243–252). New York: ACM. DOI: 10.1177/1753193409357840
   Google Scholar
• Liu, Y. Y., Slotine, J. J., & Barabási, A. L. (2011). Controllability of complex networks. Nature, 473, 167–173. doi:10.1038/nature10011
   PubMed Web of Science ®Google Scholar
• Mair, C. A., & Thivierge-Rikard, R. V. (2010). The strength of strong ties for older rural adults: Regional distinctions in the relationship between social interaction and subjective well-being. The International Journal of Aging and Human Development, 70(2), 119–143. doi:10.2190/AG.70.2.b
   PubMed Web of Science ®Google Scholar
• Marsden, P. V., & Campbell, K. E. (1984). Measuring tie strength. Social Forces, 63(2), 482–501. doi:10.1093/sf/63.2.482
   Web of Science ®Google Scholar
• Mayhew, B., & Levinger, R. (1976). Size and the density of interaction in human aggregates. American Journal of Sociology, 82(1), 86–110. doi:10.1086/226271
   Web of Science ®Google Scholar
• McDowell, A., & Cox, N. J. (2001). How do you fit a model when the dependent variable is a proportion? Retrieved from http://www.stata.com/support/faqs/stat/logit.html.
   Google Scholar
• Okulicz-Kozaryn, A., & Mazelis, J. M. (2018). Urbanism and happiness: A test of Wirth’s theory of urban life. Urban Studies, 55(2), 349–364. doi:10.1177/0042098016645470
   Web of Science ®Google Scholar
• Onnela, J. P., Arbesman, S., Gonzalez, M. C., Barabási, A. L., & Christakis, N. A. (2011). Geographic constraints on social network groups. PloS one, 6(4), e16939. doi:10.1371/journal.pone.0016939
   PubMed Web of Science ®Google Scholar
• Onnela, J.-P., Saramäki, J., Hyvönen, J., Szabó, G., de Menezes, M. A., Kaski, K., & Kertész, J. (2007). Analysis of a large-scale weighted network of one-to-one human communication. New Journal of Physics, 9, 179–204. doi:10.1088/1367-2630/9/6/179
   Web of Science ®Google Scholar
• Organization for Economic Cooperation and Development. (2011). OECD regional typology. Retrieved from https://www.oecd.org/cfe/regional-policy/OECD_regional_typology_Nov2012.pdf.
   Google Scholar
• Pan, W., Ghoshal, G., Krumme, C., Cebrian, M., & Pentland, A. (2013). Urban characteristics attributable to density-driven tie formation. Nature Communications, 4, 1961. doi:10.1038/ncomms2961
   Web of Science ®Google Scholar
• Park, R. E. (1915). The city: Suggestions for the investigation of human behavior in the city environment. American Journal of Sociology, 20(5), 577–612. doi:10.1086/212433
   Google Scholar
• Raeder, T., Lizardo, O., Hachen, D. S., & Chawla, N. V. (2011). Predictors of short-term decay of cell phone contacts in a large-scale communication network. Social Networks, 33(4), 245–257. doi:10.1016/j.socnet.2011.07.002
   Web of Science ®Google Scholar
• Schläpfer, M., Bettencourt, L. M. A., Grauwin, S., Raschke, M., Claxton, R., Smoreda, Z., & Ratti, C. (2014). The scaling of human interactions with city size. Journal of the Royal Society Interface, 11, 20130789. doi:10.1098/rsif.2013.0789
   PubMed Web of Science ®Google Scholar
• Simmel, G. (1971). The metropolis and metropolitan life. In D. N. Levine (Ed.), Georg Simmel: On individualism and social forms (pp. 47–60). Chicago, IL: University of Chicago Press.
   Google Scholar
• Takhteyev, Y., Gruzd, A. A., & Wellman, B. (2012). Geography of Twitter networks. Social Networks, 34, 73–81. doi:10.1016/j.socnet.2011.05.006
   Web of Science ®Google Scholar
• Tittle, C. R. (1989). Influences on urbanism: A test of predictions from three perspectives. Social Problems, 36(3), 270–288. doi:10.2307/800695
   Web of Science ®Google Scholar
• Tittle, C. R., & Stafford, M. C. (1992). Urban theory, urbanism, and suburban residence. Social Forces, 70(3), 725–744. doi:10.1093/sf/70.3.725
   Web of Science ®Google Scholar
• US Census Bureau. (1995). Urban and rural definitions. Retrieved from https://www.census.gov/population/censusdata/urdef.txt.
   Google Scholar
• Wang, C., Lizardo, O., & Hachen, D. S. (2013). Algorithms for generating large-scale clustered random graphs. Network Science, 2(3), 403–415. doi:10.1017/nws.2014.7
   Google Scholar
• Wang, C., Lizardo, O., & Hachen, D. S. (2014). Triadic evolution in a large-scale mobile phone network. Journal of Complex Networks, 3(2), 264–290. doi:10.1093/comnet/cnu030
   Web of Science ®Google Scholar
• Wang, D., Pedreschi, D., Song, C., Giannotti, F., & Barabási, A. L. (2011). Human mobility, social ties, and link prediction. In ACM SIGKDD international conference on knowledge discovery and data mining (KDD) (pp. 1100–1108). New York: ACM.
   Google Scholar
• Wellman, B. (1979). The community question: The intimate networks of East Yorkers. American Journal of Sociology, 84(5), 1201–1231. doi:10.1086/226906
   Web of Science ®Google Scholar
• Wellman, B., & Wortley, S. (1990). Different strokes from different folks: Community ties and social support. American Journal of Sociology, 96(3), 558–588. doi:10.1086/229572
   Web of Science ®Google Scholar
• White, K. J. C., & Guest, A. M. (2003). Community lost or transformed? Urbanization and social ties. City & Community, 2(3), 239–259. doi:10.1111/1540-6040.00053
   Google Scholar
• Wilson, T. C. (1985). Urbanism and tolerance: A test of some hypotheses drawn from Wirth and Stouffer. American Sociological Review, 50(1), 117–123. doi:10.2307/2095345
   Web of Science ®Google Scholar
• Wilson, T. C. (1991). Urbanism, migration, and tolerance: A reassessment. American Sociological Review, 56(1), 117–123. doi:10.2307/2095677
   Web of Science ®Google Scholar
• Wilson, T. C. (1993). Urbanism and kinship bonds: A test of four generalizations. Social Forces, 71(3), 703–712. doi:10.1093/sf/71.3.703
   Web of Science ®Google Scholar
• Wirth, L. (1938). Urbanism as a way of life. American Journal of Sociology, 44(1), 1–24. doi:10.1086/217913
   Google Scholar
• York Cornwell, E., & Behler, R. L. (2015). Urbanism, neighborhood context, and social networks. City & Community, 14(3), 311–335. doi:10.1111/cico.12124
   Web of Science ®Google Scholar