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Online Social Networks and Media |
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Textbooks The
course will rely on a variety of recent research papers,
however we will rely a lot on the following two textbooks. ·
Networks,
Crowds, and Markets (by Howard Eisley and Jon
Kleinberg) ·
The structure and function
of complex networks (by M. E. Newman) Related
textbooks and notes ·
Mining Massive
Datasets (by Anand Rajaraman
and Jeff Ullman) ·
Structure
and Dynamics of Information in Networks (by David Kempe) Papers A
collection of related papers ·
M. E. J. Newman, The structure and function
of complex networks, SIAM
Reviews, 45(2): 167-256, 2003 ·
M. E. J. Newman, Power laws, Pareto
distributions and Zipf's law, Contemporary
Physics. ·
B. Bollobas,
Mathematical
Results in Scale-Free random Graphs. ·
D.J.
Watts. Networks,
Dynamics and Small-World Phenomenon, American Journal of Sociology, Vol.
105, Number 2, 493-527, 1999 ·
Watts,
D. J. and S. H. Strogatz. Collective dynamics of 'small-world' networks. Nature 393:440-42, 1998 ·
Michael T. Gastner
and M. E. J. Newman, Optimal
design of spatial distribution networks, Phys. Rev. E 74,
016117 (2006).
·
H. Kwak,
C. Lee, H. Park, S. B. Moon. What is Twitter, a
social network or a news media? WWW 2010: 591-600
·
MapReduce:
Simplified Data Processing on Large Clusters. OSDI 2004: 137-150 |