Course pages 2012–13
Social and Technological Network Analysis
Lecture Material
Lecture 1 (17/1/13, 10am): Networks and Random Graphs
Lecture 2 (18/1/13, 10am): Small World and Weak Ties
Lecture 3 (24/1/13, 10am): Network Centrality and Applications
Lecture 4 (25/1/13, 10am): Community Detection and Overlapping Communities
Lecture 5 (31/1/13, 10am): Structure of the Web, Search and Power Laws
Lecture 6 (1/2/13, 10am): Network Robustness and Applications
Lecture 7 (7/2/13, 10am): Cascades and Behaviour Influence
Lecture 8 and 9 (8/2/13, 10am-12): Practical Network Analysis Tutorial by Anastatios Noulas
Lecture 10 (21/2/13 10am): Epidemic Spreading and Examples
Lecture 11 (22/2/13 11am): Epidemics and Information Cascades Applications
Lecture 12 (28/2/13 10am): Temporal Networks Analysis
Lecture 13 (1/3/13 11am): Spatial Networks Analysis
Lecture 14 (7/3/13 10am): Industrial Speaker: Joe Parry (Cambridge Intelligence)
Lecture 15 and 16 (8/3/13 9.30am-1pm FW26): Student Presentations
Readling List
D. Easley, J. Kleinberg. Networks, Crowds, and Markets: Reasoning About a Highly Connected World. Cambridge University Press, 2010.
M. Newmann. Networks. Oxford University Press. April
2010.
Additional Readings per Lecture
Lecture 1
R. Albert, A. Barabasi. Statistical Mechanics of Complex
Networks. Reviews of Modern Physics (74). Jan. 2002.
S. Boccaletti, V. Latora, Y. Moreno, M. Chavez, D.-U. Hwang.
Complex Networks: Structure and Dynamics, Physics Reports 424 (2006) 175
P. Sheridan Dodds, R. Muhamad, and D. J. Watts. An
Experimental Study of Search in Global Social Networks. Science 8
August 2003: 301 (5634), 827-829.
Lecture 2
D.J. Watts, S. Strogatz, (1998). Collective dynamics of
small-world networks. Nature 393 (6684): 40910.
J. P. Onnela, J. Saramaki, J. Hyvonen, G. Szabo, D. Lazer, K. Kaski,
J. Kertesz,
A.L. Barabasi. Structure and tie strengths in mobile communication networks. Proceedings of the National Academy of Sciences, Vol. 104, No. 18. (13 Oct 2006), pp. 7332-7336.
C. Marlow, L. Byron, T. Lento, and I. Rosenn. Maintained relationships on facebook. 2009. On-line at http://overstated.net/2009/03/09/maintained- relationships-on-facebook.
B. A. Huberman, D. M. Romero, and F. Wu. Social networks that matter: Twitter under the microscope. First Monday, 14(1), January 2009.
Lecture 3
D. A. Shamma, L. Kennedy, and Elizabeth F. Churchill. 2009. Tweet
the debates: understanding community annotation of uncollected
sources. In Proceedings of the first SIGMM workshop on Social media
(WSM '09). ACM, New York, NY, USA..
Lecture 4
M. Girvan and M. E. J. Newman. Community structure in social and
biological networks. Proc. Natl. Acad. Sci. USA, 99(12):78217826, June
2002.
S. Fortunato. Community detection in graphs, Arxiv 2009.
M.E.J. Newman, M. Girvan. Finding and evaluating community structure in networks. Phys. Rev. E 69, 026113, 2004.
A. Clauset, M.E.J. Newman, C. Moore. Finding community structure in very large networks. Phys. Rev. E 70, 066111, 2004.
G. Palla, I. Derényi, I. Farkas, and T. Vicsek. Uncovering the overlapping community structure of complex networks in nature and society. Nature. 435, 814-818 (2005).
A. Lancichinetti, F. Radicchi,3 J. Ramasco, S. Fortunato. Finding statistically significant communities in networks. PLOS One 2011; 6(4). (not discussed in class).
P. Grabowicz, J. Ramasco, E. Moro, J. Pujol, V.. Eguiluz. Social features of online networks: the strength of weak ties in online social media. arXiv:1107.4009. July 2011.
Lecture 5
A. Broder, R. Kumar, F. Maghoul, P. Raghavan, S. Rajagopalan, R. Stata, A. Tomkins, and J. Wiener. Graph structure in the Web. In Proc. 9th International World Wide Web Conference, pages 309-320,2000.
A. Clauset, C. R. Shalizi and M. E. J. Newman, 2009. Power-law distributions in empirical data. SIAM Review Vol. 51, No. 4. (2 Feb 2009), 661.
A. Barabasi and R. Albert, ”Emergence of scaling in random
networks”, Science, 286:509-512, October 15, 1999.
M. Salganik, P. Dodds, and D. Watts. Experimental study of
inequality and unpredictability in an artificial cultural
market. Science, 311:854-856, 2006.
Lecture 6
R. Albert, H. Jeong, A.-L. Barabasi. Error and attack tolerance of complex networks. Nature 406, 378-482 (2000).
Cohen et al., Phys. Rev. Lett. 85, 4626 (2000)
D. S. Callaway, M. E. J. Newman, S. H. Strogatz, and D. J. Watts,
Network robustness and fragility: Percolation on random graphs,
Phys. Rev. Lett., 85 (2000), pp. 54685471.
C. Schneider, A. Moreira, J. S. Andrade, Jr., S. Havlin, and
H. J. Herrmann. Mitigation of malicious attacks on networks. PNAS 2011
108 (10) 3838-3841.
Lecture 7
D. Centola. The Spread of Behavior in an Online Social Network Experiment. Science 329, 1194 (2010).
S. Gonzalez Bailon, J. Borge-Holthoefer, A. Rivero and
Y. Moreno. The Dynamics of Protest Recruitment through an Online
Network. Nature Scientific Reports, 1, 197 (2011).
Lecture 8
Pastor-Satorras, R. and Vespignani, A. Epidemic Spreading in Scale-Free Networks. Phys. Rev. Lett.(86), n.14. Pages = 3200--3203. 2001.
Pastor-Satorras, R. and Vespignani, A. Immunization of Complex
Networks. Physical Review E 65. 2002.
Marcelo Kuperman and Guillermo Abramson. Small world effect in an
epidemiological model. Physical Review Letters, 86(13):2909–2912,
March 2001.
V. Colizza, A. Barrat, M. Barthélemy and
A. Vespignani. Predictability and epidemic pathways in global
outbreaks of infectious diseases: the SARS case study. BMC Medicine
2007, 5:34.
Lecture 9
Meeyoung Cha, Alan Mislove, Ben Adams, and Krishna
P. Gummadi. 2008. Characterizing social cascades in flickr. In
Proceedings of the first workshop on Online social networks (WOSN
'08). ACM, New York, NY, USA, 13-18.
D. Liben-Nowell and J. Kleinberg. Tracing information flow on a global scale using Internet chain-letter data.PNAS March 25, 2008 vol. 105 no. 12 pp. 4633-4638.