메뉴 건너뛰기




Volumn 1, Issue 1, 2013, Pages 3-24

Cascading behaviour in complex socio-technical networks

Author keywords

Big data; Computational social science; Contagion; Diffusion; Social influence

Indexed keywords

BIG DATA; COMPLEX NETWORKS; DIFFUSION; ONLINE SYSTEMS; SOCIAL NETWORKING (ONLINE);

EID: 84960095083     PISSN: 20511310     EISSN: 20511329     Source Type: Journal    
DOI: 10.1093/comnet/cnt006     Document Type: Article
Times cited : (136)

References (108)
  • 1
    • 85026970744 scopus 로고    scopus 로고
    • http://investor.fb.com/releasedetail.cfm?ReleaseID=736911.
  • 2
    • 85026964534 scopus 로고    scopus 로고
    • https://business.twitter.com/whos-twitter.
  • 3
    • 85026970201 scopus 로고    scopus 로고
    • Gundotra, V. (2012) https://plus.google.com/+VicGundotra/posts/2YWhK1K3FA5.
    • (2012)
    • Gundotra, V.1
  • 4
    • 79952955053 scopus 로고    scopus 로고
    • Measuring the Information Society. Technical Report
    • (2012) Measuring the Information Society. Technical Report. International Telecommunication Union. http://www.itu.int/pub/D-IND-ICTOI-2012.
    • (2012) International Telecommunication Union
  • 8
    • 84865244944 scopus 로고    scopus 로고
    • Computational social science: making the links
    • Giles, J. (2012) Computational social science: making the links. Nature, 488, 448-450.
    • (2012) Nature , vol.488 , pp. 448-450
    • Giles, J.1
  • 9
    • 0003806826 scopus 로고
    • The Individual in a Social World: Essays and Experiments
    • London: Pinter & Martin.
    • Milgram, S. (1977) The Individual in a Social World: Essays and Experiments. London: Pinter & Martin.
    • (1977)
    • Milgram, S.1
  • 10
    • 0003452179 scopus 로고
    • Micromotives and Macrobehavior
    • London: Norton.
    • Schelling, T. C. (1978) Micromotives and Macrobehavior. London: Norton.
    • (1978)
    • Schelling, T.C.1
  • 11
    • 4344696555 scopus 로고    scopus 로고
    • The 'new' science of networks
    • Watts,D.J. (2004) The 'new' science of networks. Annu. Rev. Sociol., 30, 243-270.
    • (2004) Annu. Rev. Sociol. , vol.30 , pp. 243-270
    • Watts, D.J.1
  • 12
    • 0004078737 scopus 로고
    • Foundations of Social Theory
    • Cambridge, MA: Belknap Press of Harvard University Press.
    • Coleman, J. S. (1990) Foundations of Social Theory. Cambridge, MA: Belknap Press of Harvard University Press.
    • (1990)
    • Coleman, J.S.1
  • 13
    • 79955879494 scopus 로고    scopus 로고
    • Controllability of complex networks
    • Liu, Y.-Y., Slotine, J.-J., Barabási, A.-L. (2011) Controllability of complex networks. Nature, 473, 167-173.
    • (2011) Nature , vol.473 , pp. 167-173
    • Liu, Y.-Y.1    Slotine, J.-J.2    Barabási, A.-L.3
  • 14
    • 84255188571 scopus 로고    scopus 로고
    • Modelling dynamical processes in complex socio-technical systems
    • Vespignani, A. (2011) Modelling dynamical processes in complex socio-technical systems. Nat. Phys., 8, 32-39.
    • (2011) Nat. Phys. , vol.8 , pp. 32-39
    • Vespignani, A.1
  • 15
    • 84859773717 scopus 로고    scopus 로고
    • A measure of individual role in collective dynamics: spreading at criticality
    • Klemm, K., Serrano, M., Eguiluz, V., Miguel, M. (2012) A measure of individual role in collective dynamics: spreading at criticality. Sci. Rep., 2, 292.
    • (2012) Sci. Rep. , vol.2 , pp. 292
    • Klemm, K.1    Serrano, M.2    Eguiluz, V.3    Miguel, M.4
  • 16
    • 84884073625 scopus 로고    scopus 로고
    • The Structure and Dynamics of Networks
    • Princeton, NJ: Princeton University Press.
    • Newman, M., Barabási, A. & Watts, D. (2006) The Structure and Dynamics of Networks. Princeton, NJ: Princeton University Press.
    • (2006)
    • Newman, M.1    Barabási, A.2    Watts, D.3
  • 17
    • 84859910692 scopus 로고    scopus 로고
    • The Structure of Complex Networks
    • Oxford: Oxford University Press.
    • Estrada, E. (2011) The Structure of Complex Networks. Oxford: Oxford University Press.
    • (2011)
    • Estrada, E.1
  • 19
    • 77954826067 scopus 로고    scopus 로고
    • Networks: An Introduction
    • Oxford: Oxford University Press.
    • Newman, M. (2010) Networks: An Introduction. Oxford: Oxford University Press.
    • (2010)
    • Newman, M.1
  • 21
    • 0038483826 scopus 로고    scopus 로고
    • Emergence of scaling in random networks
    • Barabási, A., Albert, R. (1999) Emergence of scaling in random networks. Science, 286, 509.
    • (1999) Science , vol.286 , pp. 509
    • Barabási, A.1    Albert, R.2
  • 22
    • 77956296152 scopus 로고    scopus 로고
    • The spread of behavior in an online social network experiment
    • Centola, D. (2010) The spread of behavior in an online social network experiment. Science, 329, 1194-1197.
    • (2010) Science , vol.329 , pp. 1194-1197
    • Centola, D.1
  • 23
    • 0001316531 scopus 로고
    • Factoring and weighting approaches to status scores and clique identi?cation
    • Bonacich, P. (1972) Factoring and weighting approaches to status scores and clique identi?cation. J.Math. Sociol., 2, 113-120.
    • (1972) J.Math. Sociol. , vol.2 , pp. 113-120
    • Bonacich, P.1
  • 24
    • 0003780986 scopus 로고    scopus 로고
    • The PageRank citation ranking: Bringing order to the web
    • Technical Report. Standford, CA: Stanford Digital Library Technologies Project.
    • Page, L., Brin, S., Motwani, R., Winograd, T. (1998) The PageRank citation ranking: Bringing order to the web. Technical Report. Standford, CA: Stanford Digital Library Technologies Project.
    • (1998)
    • Page, L.1    Brin, S.2    Motwani, R.3    Winograd, T.4
  • 25
    • 0003584083 scopus 로고    scopus 로고
    • Diffusion of Innovations
    • New York, NY: Free Press.
    • Rogers, E. M. (2003) Diffusion of Innovations. New York, NY: Free Press.
    • (2003)
    • Rogers, E.M.1
  • 26
    • 84864199024 scopus 로고    scopus 로고
    • Network effects and social inequality
    • DiMaggio, P., Garip, F. (2012) Network effects and social inequality. Annu. Rev. Sociol., 38, 93-118.
    • (2012) Annu. Rev. Sociol. , vol.38 , pp. 93-118
    • DiMaggio, P.1    Garip, F.2
  • 27
    • 84977022815 scopus 로고
    • The diffusion of an innovation among physicians
    • Coleman, J., Katz, E., Menzel, H. (1957) The diffusion of an innovation among physicians. Sociometry, 20, 253-270.
    • (1957) Sociometry , vol.20 , pp. 253-270
    • Coleman, J.1    Katz, E.2    Menzel, H.3
  • 28
    • 84863547601 scopus 로고    scopus 로고
    • Network interventions
    • Valente, T. W. (2012) Network interventions. Science, 337, 49-53.
    • (2012) Science , vol.337 , pp. 49-53
    • Valente, T.W.1
  • 29
    • 23844504337 scopus 로고    scopus 로고
    • Strikes as forest ?res: Chicago and Paris in the late nineteenth century1
    • Biggs, M. (2005) Strikes as forest ?res: Chicago and Paris in the late nineteenth century1. Am. J. Sociol., 110, 1684-1714.
    • (2005) Am. J. Sociol. , vol.110 , pp. 1684-1714
    • Biggs, M.1
  • 30
    • 0028595832 scopus 로고
    • Contagious collectivities: on the spatial diffusion of Swedish trade unions, 1890-1940
    • Hedström, P. (1994) Contagious collectivities: on the spatial diffusion of Swedish trade unions, 1890-1940. Am. J. Sociol., 99, 1157-1179.
    • (1994) Am. J. Sociol. , vol.99 , pp. 1157-1179
    • Hedström, P.1
  • 31
    • 0000934061 scopus 로고
    • Threshold models of collective behavior
    • Granovetter, M. (1978) Threshold models of collective behavior. Am. J. Sociol., 83, 1420-1443.
    • (1978) Am. J. Sociol. , vol.83 , pp. 1420-1443
    • Granovetter, M.1
  • 32
    • 0037197979 scopus 로고    scopus 로고
    • A simple model of global cascades on random networks
    • Watts, D. (2002) A simple model of global cascades on random networks. Proc. Natl Acad. Sci., 99, 5766-5771.
    • (2002) Proc. Natl Acad. Sci. , vol.99 , pp. 5766-5771
    • Watts, D.1
  • 34
    • 0003742917 scopus 로고
    • The Mathematical Theory of Infectious Diseases and its Applications
    • 2nd edn. High Wycombe: Charles Grif?n & Company Ltd.
    • Bailey,N.T. (1975) The Mathematical Theory of Infectious Diseases and its Applications, 2nd edn. High Wycombe: Charles Grif?n & Company Ltd.
    • (1975)
    • Bailey, N.T.1
  • 35
    • 0003475470 scopus 로고
    • Mathematical Biology
    • Berlin: Springer.
    • Murray, J. (1993) Mathematical Biology. Berlin: Springer.
    • (1993)
    • Murray, J.1
  • 36
    • 0034486891 scopus 로고    scopus 로고
    • The mathematics of infectious diseases
    • Hethcote, H. W. (2000) The mathematics of infectious diseases. SIAM Rev., 42, 599-653.
    • (2000) SIAM Rev. , vol.42 , pp. 599-653
    • Hethcote, H.W.1
  • 37
    • 51649205391 scopus 로고
    • Spread of information through a population with socio-structural bias I
    • Rapoport, A. (1953) Spread of information through a population with socio-structural bias I. Assumption of transitivity. Bull. Math. Biophys., 15, 523-533.
    • (1953) Assumption of transitivity. Bull. Math. Biophys. , vol.15 , pp. 523-533
    • Rapoport, A.1
  • 39
    • 4143136066 scopus 로고
    • Epidemics and rumours
    • Daley, D. J., Kendall, D. G. (1964) Epidemics and rumours. Nature, 204, 1118.
    • (1964) Nature , vol.204 , pp. 1118
    • Daley, D.J.1    Kendall, D.G.2
  • 40
    • 3142519922 scopus 로고    scopus 로고
    • Universal behavior in a generalized model of contagion
    • Dodds, P. S., Watts, D. J. (2004) Universal behavior in a generalized model of contagion. Phys. Rev. Lett., 92, 218701.
    • (2004) Phys. Rev. Lett. , vol.92 , pp. 218701
    • Dodds, P.S.1    Watts, D.J.2
  • 41
    • 84965432357 scopus 로고
    • Hockey helmets, concealed weapons, and daylight saving: a study of binary choices with externalities
    • Schelling, T. C. (1973) Hockey helmets, concealed weapons, and daylight saving: a study of binary choices with externalities. J. Con?ict Resolution, 17, 381-428.
    • (1973) J. Con?ict Resolution , vol.17 , pp. 381-428
    • Schelling, T.C.1
  • 42
    • 0004005742 scopus 로고
    • Network Models of the Diffusion of Innovations
    • Cresskill, NJ: Hampton Press.
    • Valente, T.W. (1995) Network Models of the Diffusion of Innovations. Quantitative Methods in Commu- nication Series. Cresskill, NJ: Hampton Press.
    • (1995) Quantitative Methods in Commu- nication Series
    • Valente, T.W.1
  • 43
    • 34248227402 scopus 로고    scopus 로고
    • Seed size strongly affects cascades on random networks
    • Gleeson, J., Cahalane, D. (2007) Seed size strongly affects cascades on random networks. Phys. Rev. E, 75, 056103.
    • (2007) Phys. Rev. E , vol.75 , pp. 056103
    • Gleeson, J.1    Cahalane, D.2
  • 44
    • 43049086711 scopus 로고    scopus 로고
    • Cascades on correlated and modular random networks
    • Gleeson, J. (2008) Cascades on correlated and modular random networks. Phys. Rev. E, 77, 046117.
    • (2008) Phys. Rev. E , vol.77 , pp. 046117
    • Gleeson, J.1
  • 45
    • 79961079201 scopus 로고    scopus 로고
    • Cascades on a class of clustered random networks
    • Hackett, A., Melnik, S., Gleeson, J. (2011) Cascades on a class of clustered random networks. Phys. Rev. E, 83, 056107.
    • (2011) Phys. Rev. E , vol.83 , pp. 056107
    • Hackett, A.1    Melnik, S.2    Gleeson, J.3
  • 46
    • 0035794256 scopus 로고    scopus 로고
    • Epidemic spreading in scale-free networks
    • Pastor-Satorras, R., Vespignani, A. (2001) Epidemic spreading in scale-free networks. Phys. Rev. Lett., 86, 3200-3203.
    • (2001) Phys. Rev. Lett. , vol.86 , pp. 3200-3203
    • Pastor-Satorras, R.1    Vespignani, A.2
  • 47
    • 70349085053 scopus 로고    scopus 로고
    • Cascading behavior in large blog graphs. Proceedings of the 7th SIAM International Conference on Data Mining (SDM)
    • Philadelphia, USA
    • Leskovec, J., McGlohon, M., Faloutsos Ch, G., Hurst, M. (2007) Cascading behavior in large blog graphs. Proceedings of the 7th SIAM International Conference on Data Mining (SDM), Philadelphia, USA, pp. 29406-29413.
    • (2007) , pp. 29406-29413
    • Leskovec, J.1    McGlohon, M.2    Faloutsos Ch, G.3    Hurst, M.4
  • 49
    • 0003933178 scopus 로고
    • Personal In?uence: The Part Played by People in the Flow of Communications
    • Glencoe, IL: Free Press.
    • Katz, E., Lazarsfeld, P. (1955) Personal In?uence: The Part Played by People in the Flow of Communications. Glencoe, IL: Free Press.
    • (1955)
    • Katz, E.1    Lazarsfeld, P.2
  • 50
    • 38949109629 scopus 로고    scopus 로고
    • Complex contagions and the weakness of long ties
    • Centola, D., Macy, M. (2007) Complex contagions and the weakness of long ties. Am. J. Sociol., 113, 702-734.
    • (2007) Am. J. Sociol. , vol.113 , pp. 702-734
    • Centola, D.1    Macy, M.2
  • 51
    • 84873450362 scopus 로고    scopus 로고
    • Differences in the mechanics of information diffu- sion across topics: idioms, political hashtags, and complex contagion on twitter
    • Proceedings of the 20th International Conference on World Wide Web. New York: ACM
    • Romero, D. M., Meeder, B., Kleinberg, J. (2011) Differences in the mechanics of information diffu- sion across topics: idioms, political hashtags, and complex contagion on twitter. Proceedings of the 20th International Conference on World Wide Web. New York: ACM, pp. 695-704.
    • (2011) , pp. 695-704
    • Romero, D.M.1    Meeder, B.2    Kleinberg, J.3
  • 52
    • 80052775224 scopus 로고    scopus 로고
    • Creating social contagion through viral product design: a randomized trial of peer in?uence in networks
    • 57.9
    • Aral, S., Walker, D. (2011) Creating social contagion through viral product design: a randomized trial of peer in?uence in networks. Manag. Sci., 57.9, 1623-1639.
    • (2011) Manag. Sci , pp. 1623-1639
    • Aral, S.1    Walker, D.2
  • 55
    • 42749098327 scopus 로고    scopus 로고
    • Dynamics of rumor spreading in complex networks
    • Moreno, Y., Nekovee, M., Pacheco, A. (2004) Dynamics of rumor spreading in complex networks. Phys. Rev. E, 69, 066130.
    • (2004) Phys. Rev. E , vol.69 , pp. 066130
    • Moreno, Y.1    Nekovee, M.2    Pacheco, A.3
  • 56
    • 84857764370 scopus 로고    scopus 로고
    • Absence of in?uential spreaders in rumor dynamics
    • Borge-Holthoefer, J., Moreno, Y. (2012) Absence of in?uential spreaders in rumor dynamics. Phys. Rev. E, 85, 026116.
    • (2012) Phys. Rev. E , vol.85 , pp. 026116
    • Borge-Holthoefer, J.1    Moreno, Y.2
  • 58
    • 36749044180 scopus 로고    scopus 로고
    • In?uentials, networks, and public opinion formation
    • Watts, D. J., Dodds, P. S. (2007) In?uentials, networks, and public opinion formation. J. Consumer Res., 34, 441.
    • (2007) J. Consumer Res. , vol.34 , pp. 441
    • Watts, D.J.1    Dodds, P.S.2
  • 59
    • 18744406314 scopus 로고    scopus 로고
    • The origin of bursts and heavy tails in human dynamics
    • Barabási, A. (2005) The origin of bursts and heavy tails in human dynamics. Nature, 435, 1251-1251.
    • (2005) Nature , vol.435 , pp. 1251-1251
    • Barabási, A.1
  • 61
    • 0010087219 scopus 로고    scopus 로고
    • Talk of the network: a complex systems look at the underlying process of word-of-mouth
    • Goldenberg, J., Libai, B., Muller, E. (2001) Talk of the network: a complex systems look at the underlying process of word-of-mouth. Mark. Lett., 12, 211-223.
    • (2001) Mark. Lett. , vol.12 , pp. 211-223
    • Goldenberg, J.1    Libai, B.2    Muller, E.3
  • 67
    • 66349131932 scopus 로고    scopus 로고
    • Understanding the spreading patterns of mobile phone viruses
    • Wang, P., González, M. C., Hidalgo, C. A., Barabási, A.-L. (2009) Understanding the spreading patterns of mobile phone viruses. Science, 324, 1071-1076.
    • (2009) Science , vol.324 , pp. 1071-1076
    • Wang, P.1    González, M.C.2    Hidalgo, C.A.3    Barabási, A.-L.4
  • 68
    • 79961052024 scopus 로고    scopus 로고
    • Dynamical strength of social ties in information spreading
    • Miritello, G., Moro, E., Lara, R. (2011) Dynamical strength of social ties in information spreading. Phys. Rev. E, 83, 045102.
    • (2011) Phys. Rev. E , vol.83 , pp. 045102
    • Miritello, G.1    Moro, E.2    Lara, R.3
  • 70
    • 30344443646 scopus 로고    scopus 로고
    • Empirical analysis of an evolving social network
    • Kossinets, G., Watts, D. J. (2006) Empirical analysis of an evolving social network. Science, 311, 88-90.
    • (2006) Science , vol.311 , pp. 88-90
    • Kossinets, G.1    Watts, D.J.2
  • 71
    • 72449155555 scopus 로고    scopus 로고
    • Origins of homophily in an evolving social network1
    • Kossinets,G.&Watts,D.J. (2009) Origins of homophily in an evolving social network1. Am. J. Sociol., 115, 405-450.
    • (2009) Am. J. Sociol. , vol.115 , pp. 405-450
    • Kossinets, G.1    Watts, D.J.2
  • 72
    • 80051534169 scopus 로고    scopus 로고
    • The diversity-bandwidth trade-off
    • Aral, S., Van Alstyne, M. (2011) The diversity-bandwidth trade-off. Am. J. Sociol., 117, 90-171.
    • (2011) Am. J. Sociol. , vol.117 , pp. 90-171
    • Aral, S.1    Van Alstyne, M.2
  • 73
    • 77954619566 scopus 로고    scopus 로고
    • What is Twitter, a social network or a news media? Proceedings of the 19th International Conference on World Wide Web
    • Kwak, H., Lee, C., Park, H., Moon, S. (2010) What is Twitter, a social network or a news media? Proceedings of the 19th International Conference on World Wide Web. New York: ACM, pp. 591-600.
    • (2010) New York: ACM , pp. 591-600
    • Kwak, H.1    Lee, C.2    Park, H.3    Moon, S.4
  • 75
  • 76
    • 57349194232 scopus 로고    scopus 로고
    • Robust dynamic classes revealed by measuring the response function of a social system
    • Crane, R., Sornette, D. (2008) Robust dynamic classes revealed by measuring the response function of a social system. Proc. Natl Acad. Sci., 105, 15649-15653.
    • (2008) Proc. Natl Acad. Sci. , vol.105 , pp. 15649-15653
    • Crane, R.1    Sornette, D.2
  • 78
    • 42449155545 scopus 로고    scopus 로고
    • Tracing information ?ow on a global scale using Internet chain-letter data
    • Liben-Nowell, D., Kleinberg, J. (2008) Tracing information ?ow on a global scale using Internet chain-letter data. Proc. Natl Acad. Sci., 105, 4633-4638.
    • (2008) Proc. Natl Acad. Sci. , vol.105 , pp. 4633-4638
    • Liben-Nowell, D.1    Kleinberg, J.2
  • 79
    • 84886509961 scopus 로고    scopus 로고
    • Social contagion: an empirical study of information spread on Digg and Twitter follower graphs
    • arXiv:1202.3162.
    • Lerman, K., Ghosh, R., Surachawala, T. (2012) Social contagion: an empirical study of information spread on Digg and Twitter follower graphs. arXiv:1202.3162.
    • (2012)
    • Lerman, K.1    Ghosh, R.2    Surachawala, T.3
  • 80
    • 77950906300 scopus 로고    scopus 로고
    • Gesundheit! modeling contagion through facebook news feed
    • Proc. 3rd Internat. Conf. Weblogs Soc. Media (ICWSM)
    • Sun, E., Rosenn, I., Marlow, C., Lento, T. (2009) Gesundheit! modeling contagion through facebook news feed. Proc. 3rd Internat. Conf. Weblogs Soc. Media (ICWSM), 22-30.
    • (2009) , pp. 22-30
    • Sun, E.1    Rosenn, I.2    Marlow, C.3    Lento, T.4
  • 83
    • 67651245140 scopus 로고    scopus 로고
    • Moldova's 'Twitter Revolution'
    • Mungiu-Pippidi, A., Munteanu, I. (2009) Moldova's 'Twitter Revolution'. J. Democracy, 20, 136-142.
    • (2009) J. Democracy , vol.20 , pp. 136-142
    • Mungiu-Pippidi, A.1    Munteanu, I.2
  • 84
    • 42749107315 scopus 로고    scopus 로고
    • Patterns of link reciprocity in directed networks
    • Garlaschelli, D., Loffredo, M. I. (2004) Patterns of link reciprocity in directed networks. Phys. Rev. Lett., 93, 268701.
    • (2004) Phys. Rev. Lett. , vol.93 , pp. 268701
    • Garlaschelli, D.1    Loffredo, M.I.2
  • 86
    • 84893012481 scopus 로고    scopus 로고
    • The role of hidden in?uentials in the diffusion of online information cascades
    • arXiv:1303.4629.
    • Baños, R., Borge-Holthoefer, J., Moreno, Y. (2013) The role of hidden in?uentials in the diffusion of online information cascades. arXiv:1303.4629.
    • (2013)
    • Baños, R.1    Borge-Holthoefer, J.2    Moreno, Y.3
  • 87
    • 84862874995 scopus 로고    scopus 로고
    • Locating privileged spreaders on an online social network
    • Borge-Holthoefer, J., Rivero, A., Moreno, Y. (2012) Locating privileged spreaders on an online social network. Phys. Rev. E, 85, 066123.
    • (2012) Phys. Rev. E , vol.85 , pp. 066123
    • Borge-Holthoefer, J.1    Rivero, A.2    Moreno, Y.3
  • 92
    • 84879182291 scopus 로고    scopus 로고
    • Broadcasters and Hidden In?uen- tials in Online Protest Diffusion
    • González-Bailón, S., Borge-Holthoefer, J., Moreno, Y. (2013) Broadcasters and Hidden In?uen- tials in Online Protest Diffusion. Am. Behav. Sci. doi:10.1177/0002764213479371.
    • (2013) Am. Behav. Sci
    • González-Bailón, S.1    Borge-Holthoefer, J.2    Moreno, Y.3
  • 95
    • 84855668909 scopus 로고    scopus 로고
    • Social features of online networks: the strength of intermediary ties in online social media
    • Grabowicz, P. A., Ramasco, J. J., Moro, E., Pujol, J. M., Eguiluz, V. M. (2012) Social features of online networks: the strength of intermediary ties in online social media. PloS One, 7, e29358.
    • (2012) PloS One , vol.7 , pp. e29358
    • Grabowicz, P.A.1    Ramasco, J.J.2    Moro, E.3    Pujol, J.M.4    Eguiluz, V.M.5
  • 97
    • 74049087026 scopus 로고    scopus 로고
    • Community detection in graphs
    • Fortunato, S. (2010) Community detection in graphs. Phys. Rep., 486, 75-174.
    • (2010) Phys. Rep. , vol.486 , pp. 75-174
    • Fortunato, S.1
  • 98
    • 40949115417 scopus 로고    scopus 로고
    • Impact of community structure on information trans- fer
    • Danon, L., Arenas, A., Díaz-Guilera, A. (2008) Impact of community structure on information trans- fer. Phys. Rev. E, 77, 36103.
    • (2008) Phys. Rev. E , vol.77 , pp. 36103
    • Danon, L.1    Arenas, A.2    Díaz-Guilera, A.3
  • 99
    • 37649028224 scopus 로고    scopus 로고
    • Finding and evaluating community structure in networks
    • Newman,M.E.J.&Girvan,M. (2004) Finding and evaluating community structure in networks. Phys. Rev. E, 69.
    • (2004) Phys. Rev. E , pp. 69
    • Newman, M.E.J.1    Girvan, M.2
  • 101
  • 103
    • 79958251637 scopus 로고    scopus 로고
    • Forget viral marketing-make the product itself viral
    • Aral, S., Walker, D. (2011) Forget viral marketing-make the product itself viral. Harv. Bus. Rev., 89, 34-35.
    • (2011) Harv. Bus. Rev. , vol.89 , pp. 34-35
    • Aral, S.1    Walker, D.2
  • 104
    • 78649894774 scopus 로고    scopus 로고
    • Spontaneous emergence of social in?uence in online systems
    • Onnela, J.-P., Reed-Tsochas, F. (2010) Spontaneous emergence of social in?uence in online systems. Proc. Natl Acad. Sci., 107, 18375-18380.
    • (2010) Proc. Natl Acad. Sci. , vol.107 , pp. 18375-18380
    • Onnela, J.-P.1    Reed-Tsochas, F.2
  • 106
    • 84860589584 scopus 로고    scopus 로고
    • What makes online content viral? J
    • Berger, J., Milkman, K. (2012) What makes online content viral? J. Mark. Res., 49, 192-205.
    • (2012) Mark. Res. , vol.49 , pp. 192-205
    • Berger, J.1    Milkman, K.2
  • 107
    • 84933670819 scopus 로고    scopus 로고
    • Getting the word out: neural correlates of enthusiastic message propagation
    • Falk, E. B., O'Donnell, M. B., Lieberman, M. D. (2012) Getting the word out: neural correlates of enthusiastic message propagation. Front. Hum. Neurosci., 6. doi:10.3389/fnhum.2012.00313.
    • (2012) Front. Hum. Neurosci , vol.6
    • Falk, E.B.1    O'Donnell, M.B.2    Lieberman, M.D.3
  • 108
    • 84867420933 scopus 로고    scopus 로고
    • Twitter, MySpace, Digg: unsupervised sentiment analysis in social media
    • Paltoglou, G., Thelwall, M. (2011) Twitter, MySpace, Digg: unsupervised sentiment analysis in social media. ACM Trans. Intell. Syst. Technol., 3, 66
    • (2011) ACM Trans. Intell. Syst. Technol , vol.3 , pp. 66
    • Paltoglou, G.1    Thelwall, M.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.