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  <channel>
    <title>Notebooks   </title>
    <link>http://bactra.org/notebooks</link>
    <description>Cosma's Notebooks</description>
    <language>en</language>

  <item>
    <title>Social Networks</title>
    <link>http://bactra.org/notebooks/2009/11/14#social-networks</link>
    <description>
&lt;P&gt;See also:
	&lt;a href=&quot;community-dsicovery.html&quot;&gt;Community Discovery&lt;/a&gt;;
	&lt;a href=&quot;complex-networks.html&quot;&gt;Complex Networks&lt;/a&gt;;
	&lt;a href=&quot;institutions.html&quot;&gt;Institutions and Organizations&lt;/a&gt;;
	&lt;a href=&quot;network-data-analysis.htm;&quot;&gt;Network Data Analysis&lt;/a&gt;;
	&lt;a href=&quot;networks-of-political-actors.html&quot;&gt;Networks of Political
Actors&lt;/a&gt;;
	&lt;a href=&quot;sociology.html&quot;&gt;Sociology&lt;/a&gt;;
	&lt;a href=&quot;sociology-of-science.html&quot;&gt;Sociology of Science&lt;/a&gt;;
	&lt;a href=&quot;terrorism.html&quot;&gt;Terrorism&lt;/a&gt;

&lt;ul&gt;Recommended (very misc. and inadequate):
	&lt;li&gt;R. Alberich, J. Miro-Julia and F. Rossello, &quot;Marvel Universe looks
almost like a real social network,&quot;
&lt;a href=&quot;http://arxiv.org/abs/cond-mat/0202174&quot;&gt;cond-mat/0202174&lt;/a&gt; [The small
world of superhero comic books.  Of course, in the end, we are all connected
via Death --- whoops, wrong mythos.]
	&lt;li&gt;John Arquilla, David Ronfeldt, &lt;cite&gt;Networks and Netwars: The
Future of Terror, Crime, and Militancy&lt;/cite&gt; [From RAND, the people who
brought you the American strategy in Indochina.  But nonetheless interesting.
&lt;a href=&quot;http://www.rand.org/publications/MR/MR1382/&quot;&gt;Online&lt;/a&gt;.]
	&lt;li&gt;&lt;a href=&quot;http://webuser.bus.umich.edu/wayneb/&quot;&gt;Wayne
E. Baker&lt;/a&gt;, &lt;cite&gt;Achieving Success through Social Capital: Tapping the
Hidden Resources in Your Personal and Business Networks&lt;/cite&gt; [Don't snicker
so.  Baker is actually very good on social networks, and does a nice job of
explaining the ideas here, in the service of helping people do better in their
professional lives.  The first chapter, &quot;What Is Social Capital and Why Should
You Care About It?&quot;, is available for free as
a &lt;a href=&quot;http://webuser.bus.umich.edu/wayneb/BakerChap1.pdf&quot;&gt;PDF&lt;/a&gt;]
	&lt;li&gt;Wayne E. Baker and Robert R. Faulkner, &quot;Social Networks and Loss
of Capital&quot;, &lt;cite&gt;Social Networks&lt;/cite&gt; &lt;strong&gt;26&lt;/strong&gt; (2004): 91--111
[If you must invest in a dodgy company, be friends with the management.
&lt;a href=&quot;http://webuser.bus.umich.edu/wayneb/science_.pdf&quot;&gt;PDF&lt;/a&gt;]
	&lt;li&gt;Sumit Basu, Tanzeem Choudhury, Brian Clarkson and Alex (Sandy)
Pentland, &quot;Learning Human Interactions with the Influence
Model&quot;, &lt;a
href=&quot;http://alumni.media.mit.edu/~sbasu/papers/InfluenceModel_TR_539.pdf&quot;&gt;Media
Lab Vision and Modeling Technical Report 539 (June 2001)&lt;/a&gt; [This is an
interesting but rather special model for social influence: basically, one fits
a model of pairwise influence for each dyad, and then predicts the behavior of
a given individual by taking a weighted sum of the predictions of those models.
So one needs to learn the pairwise model parameters and the prediction weights.
Not at all obvious how to do specification testing in this framework...  Thanks
to Gustavo Lacerda and Kevin Murphy for the pointer]
	&lt;li&gt;Vaughan Bell, C. Maiden, A. Munoz-Solomando and V. Reddy, &quot;'Mind control experiences' on the internet: Implications for the psychiatric diagnosis of delusions&quot;, &lt;cite&gt;Psychopathology&lt;/cite&gt; &lt;strong&gt;39&lt;/strong&gt; (2006): 87--91 [&lt;a href=&quot;http://arginine.spc.org/vaughan/Bell_et_al_2006_Preprint.pdf&quot;&gt;pdf&lt;/a&gt;;
my &lt;a href=&quot;../weblog/514.html&quot;&gt;comments&lt;/a&gt;]
	&lt;li&gt;Randall Collins, &lt;cite&gt;The Sociology of Philosophies: A Global
Theory of Intellectual Change&lt;/cite&gt; [Many very interesting observations on how
social network structure can facilitate and shape intellectual development,
backed up by a massive, global acquaintance with the history of philosophy.
His own philosophical conclusions, e.g. about realism, seem to me however
astonishingly bad --- &lt;a href=&quot;social-construction-of-reality.html&quot;&gt;naive
social constructionism&lt;/a&gt;.]
	&lt;li&gt;Thomas X. Hammes, &quot;Countering Evolved Insurgent
Networks&quot;, &lt;a
href=&quot;http://usacac.leavenworth.army.mil/CAC/milreview/English/JulAug06/Hammes.pdf&quot;&gt;&lt;cite&gt;Military
Review&lt;/cite&gt; (July-August 2006): 18--26&lt;/a&gt; [&quot;Insurgency is a competition
between human networks. We must understand that salient fact before can we
develop and execute a plan to defeat the insurgents.&quot;]
	&lt;li&gt;Shin-Kap Han, &quot;Tribal regimes in academia: a comparative analysis
of market structure across disciplines&quot;, &lt;a
href=&quot;http://dx.doi.org/10.1016/S0378-8733(03)00011-X&quot;&gt;&lt;cite&gt;Social
Networks&lt;/cite&gt; &lt;strong&gt;25&lt;/strong&gt; (2003): 251--280&lt;/a&gt;
	&lt;li&gt;Judith Kleinfeld, &quot;Could It Be a Big World After All?  What the
Milgram Papers in the Yale Archive Reveal About the Original Small World Study&quot;
[Six degrees of separation, &lt;em&gt;for the general population,&lt;/em&gt; is quite
unsupported empirically.  Of course it works for other kinds of networks, e.g.,
people in a common profession, or participating in a common institution; but
that's different.  &lt;a
href=&quot;http://www.uaf.edu/northern/big_world.html&quot;&gt;Preprint&lt;/a&gt;.]
	&lt;li&gt;Roger Th. A. J. Leenders, &lt;cite&gt;Structure and Influence:
Statistical Models for the Dynamics of Actor Attributes, Network Structure and
Their Interdependence&lt;/cite&gt; [&lt;a href=&quot;../weblog/algae-2008-06.html#leenders&quot;&gt;mini-review&lt;/a&gt;]
	&lt;li&gt;Miller McPherson, Lynn Smith-Loving and James M. Cook, &quot;Birds of a
Feather: Homophily in Social Networks&quot;, &lt;a
href=&quot;http://dx.doi.org/10.1146/annurev.soc.27.1.415&quot;&gt;&lt;cite&gt;Annual Review of
Sociology&lt;/cite&gt; &lt;strong&gt;27&lt;/strong&gt; (2001): 415--444&lt;/a&gt;
	&lt;li&gt;James Moody
and &lt;a href=&quot;http://eclectic.ss.uci.edu/~drwhite/&quot;&gt;Douglas R. White&lt;/a&gt;,
&quot;Social Cohesion and Embeddedness: A Hierarchical Conception of Social
Groups&quot;, &lt;cite&gt;American Sociological Review&lt;/cite&gt; &lt;strong&gt;68&lt;/strong&gt; (2003):
103--127 [&lt;a href=&quot;http://eclectic.ss.uci.edu/~drwhite/soc_con17.pdf&quot;&gt;PDF
preprint&lt;/a&gt; via Doug's website]
	&lt;li&gt;John F. Padgett and Christopher K. Ansell, &quot;Robust Action
and the Rise of the Medici, 1400--1434&quot;, &lt;cite&gt;American Journal of
Sociology&lt;/citE&gt; &lt;strong&gt;98&lt;/strong&gt; (1993): 1259--1319
[&lt;a href=&quot;http://links.jstor.org/sici?sici=0002-9602%28199305%2998%3A6%3C1259%3ARAATRO%3E2.0.CO%3B2-J&quot;&gt;JSTOR&lt;/a&gt;]
	&lt;li&gt;Robin Pemantle and Brian Skyrms, &quot;Network formation by
reinforcement learning: the long and medium run&quot;, &lt;a
href=&quot;http://arxiv.org/abs/math.PR/0404106&quot;&gt;math.PR/0404106&lt;/a&gt;
	&lt;li&gt;&lt;a href=&quot;http://www.stanford.edu/~dasiegel/&quot;&gt;David A. Siegel&lt;/a&gt;,
&quot;When Does Repression Work?  Collective Behavior Under the Threat of Violence&quot;
[Detailed model involving adaptive social learning, shaped by the network
structure, targeted repression, and mass media, with some applications to the
Iraqi elections at the start of 2005.  One wonders if there isn't some way of
extracting analytical results, rather than just
simulations...  &lt;a
href=&quot;http://www.stanford.edu/~dasiegel/Siegel-repression.pdf&quot;&gt;PDF
preprint&lt;/a&gt;]
	&lt;li&gt;Brian Skyrms and Robin Pemantle, &quot;A Dynamic Model of Social Network
Formation&quot;, &lt;a href=&quot;http://arxiv.org/abs/math.PR/0404101&quot;&gt;math.PR/0404101&lt;/a&gt;
= &lt;cite&gt;Proceedings of the National Academy of
Sciences&lt;/cite&gt; &lt;strong&gt;97&lt;/strong&gt; (2000): 9340--9346
	&lt;li&gt;&lt;a
href=&quot;http://www.fordham.edu/general/Undergraduate/Tassier13077.html&quot;&gt;Troy
Tassier&lt;/a&gt;'s work on labor markets and social networks is very cool, but I
can't recommend particular papers because he explained it to me while we were
office mates...
	&lt;li&gt;Charles Tilly, &lt;cite&gt;Trust and Rule&lt;/cite&gt; [&lt;a href=&quot;../weblog/algae-2009-01.html#trust-and-rule&quot;&gt;Mini-review&lt;/a&gt;]
	&lt;li&gt;S. Wasserman and K. Faust, &lt;cite&gt;Social Network Analysis&lt;/cite&gt;
[&lt;a href=&quot;http://cambridge.org/0521387078&quot;&gt;blurb&lt;/a&gt;]
	&lt;li&gt;Douglas R. White, Natasa Kejzar, &lt;a href=&quot;tsallis.html&quot;&gt;Constantino
Tsallis&lt;/a&gt;, Doyne Farmer and Scott White, &quot;A generative model for feedback
networks&quot;, &lt;a href=&quot;http://arxiv.org/abs/cond-mat/0508028&quot;&gt;cond-mat/0508028&lt;/a&gt;
= &lt;cite&gt;Physical Review E&lt;/cite&gt; &lt;strong&gt;73&lt;/strong&gt; (2006): 016119 [I find the
growth model here very interesting, because it breaks with the now-usual
&quot;preferential attachment&quot; mechanism.  I think this model would repay very
careful attention, both dynamically (&lt;em&gt;could&lt;/em&gt; one map this onto
preferential attachment in some meaningful way?) and statistically
(what &lt;em&gt;is&lt;/em&gt; the limiting degree distribution, and how does it vary with
the growth parameters?).]
	&lt;/ul&gt;

&lt;ul&gt;To read:
	&lt;li&gt;A.-L. Barabasi, H. Jeong, Z. Neda, Erzsebet Ravasz, A. Schubert and
T. Vicsek, &quot;Evolution of the social network of scientific collaborations,&quot;
&lt;a href=&quot;http://arxiv.org/abs/cond-mat/0104162&quot;&gt;cond-mat/0104162&lt;/a&gt;
	&lt;li&gt;M. J. Barber, A. Krueger, T. Krueger, T. Roediger-Schluga,
&quot;The Network of European Research and Development Projects&quot;,
&lt;a href=&quot;http://arxiv.org/abs/physics/0509119&quot;&gt;physics/0509119&lt;/a&gt;
	&lt;li&gt;Vilna Francine Bashi, &lt;cite&gt;Survival of the Knitted: Immigrant
Social Networks in a Stratified World&lt;/cite&gt;
[&lt;a href=&quot;http://www.sup.org/book.cgi?book_id=4089%204090%20&quot;&gt;Blurb&lt;/a&gt;]
	&lt;li&gt;N. Berger, C. Borgs, J. T. Chayes, R. M. D'Souza and R. D.
Kleinberg, &quot;Competition-Induced Preferential Attachment&quot;, &lt;a
href=&quot;http://arxiv.org/abs/cond-mat/0402268&quot;&gt;cond-mat/0402268&lt;/a&gt;
	&lt;li&gt;Marian Boguna, Romualdo Pastor-Satorras, Albert Diaz-Guilera and
Alex Arenas, &quot;Models of social networks based on social distance
attachment&quot;,
&lt;a href=&quot;http://dx.doi.org/10.1103/PhysRevE.70.056122&quot;&gt;&lt;cite&gt;Physical Review
E&lt;/cite&gt; &lt;strong&gt;70&lt;/strong&gt; (2004): 056122&lt;/a&gt;
	&lt;li&gt;Samuel Bowles and Herbert Gintis, &quot;Persistent Parochialism: Trust
and Exclusion in Ethnic Networks&quot;, &lt;cite&gt;Journal of Economic Behavior and
Organization&lt;/citE&gt; (2004)
[&lt;a
href=&quot;http://www-unix.oit.umass.edu/~gintis/persist_abst.html&quot;&gt;Abstract&lt;/a&gt;,
with link to full text]
	&lt;li&gt;Ronald S. Burt, &lt;cite&gt;Brokerage and Closure: An Introduction to
Social Capital&lt;/cite&gt;
	&lt;li&gt;Horacio Castellini and Lilia Romanelli, &quot;Social network from
communities of electronic
mail&quot;, &lt;a href=&quot;http://arxiv.org/abs/nlin.CD/0509021&quot;&gt;nlin.CD/0509021&lt;/a&gt;
	&lt;li&gt;Damon Centola and Michael W. Macy, &quot;Complex Contagion and the
Weakness of Long Ties&quot;, &lt;cite&gt;American Journal of Sociology&lt;/cite&gt; submitted
[&lt;a href=&quot;ftp://hive.soc.cornell.edu/mwm14/webpage/WLT.pdf&quot;&gt;PDF preprint&lt;/a&gt;
via &lt;a href=&quot;http://www.people.cornell.edu/pages/mwm14/&quot;&gt;Macy&lt;/a&gt;]
	&lt;li&gt;Yen-Sheng Chiang, &quot;Birds of Moderately Different Feathers: Bandwagon Dynamics and the Threshold Heterogeneity of Network Neighbors&quot;,
&lt;a href=&quot;http://dx.doi.org/10.1080/00222500601013536&quot;&gt;&lt;cite&gt;Journal of
Mathematical Sociology&lt;/cite&gt; &lt;strong&gt;31&lt;/strong&gt; (2006): 47--69&lt;/a&gt;
	&lt;li&gt;David Chisholm, &lt;cite&gt;Coordination without Hierarchy: Informal
Structures in Multiorganizational Systems&lt;/cite&gt;
[&lt;a href=&quot;http://www.ucpress.edu/books/pages/2377.html&quot;&gt;Blurb&lt;/a&gt;]
	&lt;li&gt;Miriam Cooke and Bruce B. Lawrence (eds.), &lt;cite&gt;Muslim Networks from Hajj to Hip Hop&lt;/cite&gt; [&lt;a href=&quot;http://uncpress.unc.edu/FMPro?-DB=pubtest.fmp&amp;-Format=a-detail.html&amp;-RecID=12835610&amp;-Script=visited&amp;-Find&quot;&gt;Blurb&lt;/a&gt;]
	&lt;li&gt;Dora L. Costa and Matthew E. Kahn, &lt;citE&gt;Heroes and Cowards: The
Social Face of War&lt;/cite&gt; [&lt;a href=&quot;http://press.princeton.edu/titles/8734.html&quot;&gt;Blurb, ch. 1&lt;/a&gt;]
	&lt;li&gt;Darren P. Croft, Richard James and Jens Krause, &lt;citE&gt;Exploring
Animal Social Networks&lt;/cite&gt; [&lt;a href=&quot;http://press.princeton.edu/titles/8841.html&quot;&gt;blurb, ch. 1&lt;/a&gt;]
	&lt;li&gt;Joern Davidsen, Holger Ebel, and Stefan Bornholdt, &quot;Emergence of a
small world from local interactions: Modeling acquaintance networks,&quot;
&lt;a href=&quot;http://arxiv.org/abs/cond-mat/0108302&quot;&gt;cond-mat/0108302&lt;/a&gt;
	&lt;li&gt;G. F. Davis and H. R. Greve, &quot;Corporate elite networks and
governance changes in the 1980s&quot;, &lt;cite&gt;American Journal of Sociology&lt;/cite&gt;
&lt;strong&gt;103&lt;/strong&gt; (1997): 1--37
	&lt;li&gt;G. F. Davis, M. Yoo and W. E. Baker, &quot;The small world of the
corporate elite&quot;
	&lt;li&gt;Mario Diani and Doug McAdam (eds.), &lt;cite&gt;Social Movements and Networks: Relational Approaches to Collective Action&lt;/cite&gt;
	&lt;li&gt;T. Di Matteo, T. Aste and M. Gallegati, &quot;Innovation flow through
social networks: Productivity distribution&quot;, &lt;a
href=&quot;http://arxiv.org/abs/physics/0406091&quot;&gt;physics/0406091&lt;/a&gt; [Those look an
awful lot like log-normals to me.]
	&lt;li&gt;Patrick Doreian
		&lt;ul&gt;
		&lt;li&gt;&quot;Actor network utilities and network evolution&quot;,
&lt;a href=&quot;http://dx.doi.org/10.1016/j.socnet.2005.05.002 &quot;&gt;&lt;citE&gt;Social
Networks&lt;/cite&gt; &lt;strong&gt;28&lt;/strong&gt; (2006): 137--164&lt;/a&gt;
		&lt;li&gt;&quot;Causality in Social Network Analysis&quot;,
&lt;a href=&quot;http://dx.doi.org/10.1177/0049124101030001005&quot;&gt;&lt;cite&gt;Sociological
Methods and Research&lt;/cite&gt; &lt;strong&gt;30&lt;/strong&gt; (2001): 81--114&lt;/a&gt;
		&lt;/ul&gt;
	&lt;li&gt;George C. M. A. Ehrhardt, Matteo Marsili, and Fernando
Vega-Redondo, &quot;Emergence and resilience of social networks: a general
theoretical framework&quot;, &lt;a
href=&quot;http://arxiv.org/abs/physics/0504124&quot;&gt;physics/0504124&lt;/a&gt;
	&lt;li&gt;Claude S. Fischer, &lt;cite&gt;To Dwell among Friends: Personal Networks in Town and City&lt;/cite&gt;
	&lt;li&gt;&lt;a href=&quot;http://jhfowler.ucdavis.edu/&quot;&gt;James Fowler&lt;/a&gt;,
the why-people-vote papers
	&lt;li&gt;James H. Fowler and Nicholas A. Christakis, &quot;Cooperative Behaviour
Cascades in Human Social
Networks&quot;, &lt;a href=&quot;http://arxiv.org/abs/0908.3497&quot;&gt;arxiv:0908.3497&lt;/a&gt;
	&lt;li&gt;Linton C. Freeman, &lt;cite&gt;The Development of Social
Network Analysis&lt;/cite&gt;
	&lt;li&gt;Noah E. Friedkin, &lt;cite&gt;A Structural Theory of Social
Influence&lt;/cite&gt; [&lt;a href=&quot;http://cambridge.org/0521454824&quot;&gt;Blurb&lt;/a&gt;]
	&lt;li&gt;T.L. Goedeke and S. Rikoon, &quot;Otters as Actors: Scientific
Controversy, Dynamism of Networks, and the Implications of Power in Ecological
Restoration&quot;, &lt;a href=&quot;http://dx.doi.org/10.1177/0306312707077363&quot;&gt;&lt;cite&gt;Social
Studies of Science&lt;/cite&gt; &lt;strong&gt;38&lt;/strong&gt; (2008): 111--132&lt;/a&gt;
	&lt;li&gt;Sanjeev Goyal, &lt;cite&gt;Connections: An Introduction to the Economics
of Networks&lt;/cite&gt; [&lt;a href=&quot;http://press.princeton.edu/titles/8538.html&quot;&gt;Blurb, introduction&lt;/a&gt;]
	&lt;li&gt;Mark Granovetter, &lt;cite&gt;Getting a Job: A Study of Contacts
and Careers&lt;/cite&gt;
	&lt;li&gt;Matthew Haag and Roger Lagunoff, &quot;Social Norms, Local Interaction,
and Neighborhood Planning,&quot;
&lt;a
href=&quot;http://econwpa.wustl.edu/eprints/game/papers/9907/9907004.abs&quot;&gt;ewp-game/9907004&lt;/a&gt;
	&lt;li&gt;Robert Hobbs, &lt;cite&gt;Mark Lombardi: Global Networks&lt;/cite&gt; [New
York: Independent Curators International, 2003, ISBN 0-916365-67-0.  Lombardi
produced more-than-slightly paranoid network diagrams of
political-financial-intelligence malfeasance, which seem less than perfectly
reliable, but of some artistic value...]
	&lt;li&gt;Petter Holme, Christofer R. Edling and Frederik Liljeros,
&quot;Structure and time evolution of an Internet dating community&quot;, &lt;cite&gt;Social
Networks&lt;/cite&gt; &lt;strong&gt;26&lt;/strong&gt; (2004): 155-174
	&lt;li&gt;Robert Huckfeldt, Paul E. Johnson and John Sprague, &lt;citE&gt;Political
Disagreement: The Survival of Diverse Opinions within Communication
Networks&lt;/cite&gt;
	&lt;li&gt;Eiko Ikegami, &lt;cite&gt;Bonds of Civility: Aesthetic Networks and the
Political Origins of Japanese Culture&lt;/cite&gt; [This sounds very cool: &quot;uncovers a
complex history of social life in which aesthetic images became central to
Japan's cultural identities. The people of premodern Japan built on earlier
aesthetic traditions in part for their own sake, but also to find space for
self-expression in the increasingly rigid and tightly controlled Tokugawa
political system. In so doing, they incorporated the world of the beautiful
within their social life which led to new modes of civility. They explored
horizontal and voluntary ways of associating while immersing themselves in
aesthetic group activities.&quot;]
	&lt;li&gt;Matthew O. Jackson, &lt;cite&gt;Social and Economic
Networks&lt;/cite&gt; [&lt;a href=&quot;http://press.princeton.edu/titles/8767.html&quot;&gt;blurb, ch. 1&lt;/a&gt;]
	&lt;li&gt;Charles Kadushin
		&lt;ul&gt;
		&lt;li&gt;&quot;Too Much Investment in Social Capital?&quot;,
&lt;citE&gt;Social Networks&lt;/cite&gt; &lt;strong&gt;26&lt;/strong&gt; (2004): 75--90 [Review
essay on recent books on the social capital concept]
		&lt;li&gt;&quot;&lt;cite&gt;Personal Influence&lt;/cite&gt;: A Radical Theory of
Action&quot;, &lt;a href=&quot;http://dx.doi.org/10.1177/0002716206292575&quot;&gt;&lt;cite&gt;The Annals
of the American Academy of Political and Social
Science&lt;/cite&gt; &lt;strong&gt;608&lt;/strong&gt; (2006): 270--281&lt;/a&gt;
		&lt;/ul&gt;
	&lt;li&gt;Elihu Katz and Paul Lazarsfeld, &lt;cite&gt;Personal Influence&lt;/cite&gt;
	&lt;li&gt;Michael Kenney, &lt;cite&gt;From Pablo to Osama: Trafficking and
Terrorist Networks, Government Bureaucracies, and Competitive Adaptation&lt;/cite&gt;
[&lt;a
href=&quot;http://www.psupress.org/books/titles/978-0-271-02931-3.html&quot;&gt;Blurb&lt;/a&gt;]
	&lt;li&gt;Martin Kilduff and David Krackhardt, &lt;cite&gt;Interpersonal Networks in Organizations: Cognition, Personality, Dynamics, and Culture&lt;/cite&gt; [&lt;a href=&quot;http://cambridge.org/9780521866606&quot;&gt;blurb&lt;/a&gt;]
	&lt;li&gt;Konstantin Klemm, Victor M. Eguiluz, Raul Toral and Maxi San
Miguel, &quot;Nonequilibrium transitions in complex networks: A model of social
interaction,&quot; &lt;citE&gt;Physical Review E&lt;/cite&gt; &lt;strong&gt;67&lt;/strong&gt; (2003): 026120
	&lt;li&gt;Geuorgi Kossinets and Duncan J. Watts, &quot;Empirical Analysis of an
Evolving Social Network&quot;, &lt;a
href=&quot;http://dx.doi.org/10.1126/science.1116869&quot;&gt;&lt;cite&gt;Science&lt;/cite&gt; &lt;strong&gt;311&lt;/strong&gt;
(2006): 88--90&lt;/a&gt;
	&lt;li&gt;Pamela Walker Laird, &lt;cite&gt;Pull: Networking and Success since Benjamin Franklin&lt;/cite&gt; [&lt;a href=&quot;http://www.hup.harvard.edu/catalog/LAIPUL.html&quot;&gt;blurb&lt;/a&gt;]
	&lt;li&gt;Edward O. Laumann, Stephen Ellingson, Jenna Mahay, and Anthony Paik
(eds.), &lt;cite&gt;The Sexual Organization of the City&lt;/cite&gt; [&quot;The city&quot; being
Chicago.  &lt;a
href=&quot;http://www.press.uchicago.edu/cgi-bin/hfs.cgi/00/15867.ctl&quot;&gt;Blurb,
intro&lt;/a&gt;]
	&lt;li&gt;Nan Lin, &lt;cite&gt;Social Capital: A Theory of Social Structure and
Action&lt;/cite&gt;
	&lt;li&gt;James R. Lincoln and Michael L. Gerlach, &lt;cite&gt;Japan's Network
Economy: Structure, Peristence, and Change&lt;/cite&gt; [&lt;a
href=&quot;http://www.cambridge.org/0521453046&quot;&gt;Blurb&lt;/a&gt;]
	&lt;li&gt;David Lusseau, &quot;Evidence for social role in a dolphin social
network&quot;, &lt;a href=&quot;http://arxiv.org/abs/q-bio/PE/0607048&quot;&gt;q-bio/PE/0607048&lt;/a&gt;
	&lt;li&gt;David Lusseau and M. E. J. Newman, &quot;Identifying the role that
individual animals play in their social
network&quot;, &lt;a href=&quot;http://arxiv.org/abs/q-bio.PE/0403029&quot;&gt;q-bio.PE/0403029&lt;/a&gt;
	&lt;li&gt;John Levi Martin, &lt;cite&gt;Social Structures&lt;/cite&gt; [&lt;a href=&quot;http://press.princeton.edu/titles/8912.html&quot;&gt;blurb&lt;/a&gt;]
	&lt;li&gt;Seth A. Marvel, Steven H. Strogatz, Jon M. Kleinberg, &quot;The Energy Landscape of Social Balance&quot;, &lt;a href=&quot;http://arxiv.org/abs/0906.2893&quot;&gt;arxiv:0906.2893&lt;/a&gt;
	&lt;li&gt;Cathleen McGrath and David Krackhardt, &quot;Network Conditions for
Organizational Change&quot;, &lt;cite&gt;The Journal of Applied Behavioral
Science&lt;/cite&gt; &lt;strong&gt;39&lt;/strong&gt; (2003): 324--336
[&lt;a
href=&quot;http://www.andrew.cmu.edu/user/krack/documents/pubs/2003/2003%20Network%20Conditions%20for%20Organizational%20Change.pdf&quot;&gt;PDF
reprint&lt;/a&gt;]
	&lt;li&gt;P. K. McGregor (ed.), &lt;cite&gt;Animal Communication Networks&lt;/cite&gt;
[&lt;a href=&quot;http://www.cambridge.org/0521823617&quot;&gt;blurb&lt;/a&gt;]
	&lt;li&gt;Miller McPherson, Lynn Smith-Lovin and Matthew E. Brashears,
&quot;Social Isolation in America: Changes in Core Discussion Networks over Two
Decades&quot;, &lt;cite&gt;American Sociological Review&lt;/cite&gt; &lt;strong&gt;71&lt;/strong&gt; (2006):
353--375
[&lt;a
href=&quot;http://www.asanet.org/galleries/default-file/June06ASRFeature.pdf&quot;&gt;PDF&lt;/a&gt;; &lt;a
href=&quot;http://crookedtimber.org/2006/06/23/social-isolation-in-america/&quot;&gt;weblog
commentary by Kieran Healy&lt;/a&gt;]
	&lt;li&gt;M. S. Mizurchi, &lt;cite&gt;The American Corporate Network,
1904--1974&lt;/cite&gt;
	&lt;li&gt;Philippa Pattison, &lt;cite&gt;Algebraic Models for Social
Networks&lt;/cite&gt; [&lt;a href=&quot;http://cambridge.org/0521365686&quot;&gt;Blurb&lt;/a&gt;]
	&lt;li&gt;Sean Safford, &lt;cite&gt;Why the Garden Club Couldn't Save Youngstown:
The Transformation of the Rust Belt&lt;/cite&gt; [&lt;a href=&quot;http://www.hup.harvard.edu/catalog/SAFWHY.html&quot;&gt;blurb&lt;/a&gt;]
	&lt;li&gt;Ozgur Simsek and David Jensen, &quot;Navigating networks by
using homophily and degree&quot;, &lt;a href=&quot;http://dx.doi.org/10.1073/pnas.0800497105&quot;&gt;&lt;cite&gt;Proceedings of the National
Academy of Sciences&lt;/cite&gt; (USA) &lt;strong&gt;105&lt;/strong&gt; (2008): 12758--12762&lt;/a&gt;
[Open access]
	&lt;li&gt;Camille Roth, &quot;Measuring Generalized Preferential Attachment in
Dynamic Social Networks&quot;, &lt;a
href=&quot;http://arxiv.org/abs/nlin.AO/0507021&quot;&gt;nlin.AO/0507021&lt;/a&gt;
	&lt;li&gt;Deidre A. Royster, &lt;cite&gt;Race and the Invisible Hand: How
White Networks Exclude Black Men from Blue-Collar Jobs&lt;/cite&gt;
	&lt;li&gt;B. Ruyu and M. N. Kuperman, &quot;Affinity driven social networks&quot;,
&lt;a href=&quot;http://arxiv.org/abs/nlin.AO/0703038&quot;&gt;nlin.AO/0703038&lt;/a&gt;
	&lt;li&gt;Recep Senturk, &lt;cite&gt;Narrative Social Structure: Anatomy of the
Hadith Transmission Network, 610--1505&lt;/cite&gt; [&lt;a href=&quot;http://www.sup.org/book.cgi?id=9033&quot;&gt;blurb&lt;/a&gt;]
	&lt;li&gt;&lt;a href=&quot;http://www.stanford.edu/~dasiegel/&quot;&gt;David A. Siegel&lt;/a&gt;,
&quot;The Media as Spur and Spoiler: A Theory of Multiple Influences on Collective
Behavior&quot; [&lt;em&gt;Abstract&lt;/em&gt;: &quot;I present a model of interdependent collective
behavior under the influence of both local social networks and a mass media.
Individual interests are heterogeneous, and people choose whether or not to
participate in the behavior based on a comparison of subjective costs and
benefits.  Costs are updated in response to the activities of both their social
neighbors and the population as a whole; people obtain information about the
latter from the media.  I find that, contrary to conventional wisdom, neither
increased connectivity in local networks nor an increased role for the media
uniformly increases participation in collective behavior: in many cases both
can decrease participation rates.  Social elites who are unified in their
interests can play an outsized role in determining participation, as can a
biased media.  The model I develop to derive these results additionally
provides a powerful methodological tool for analyzing the impact that
qualitative network structures can have on mass outcomes.
&quot; &lt;a href=&quot;http://www.stanford.edu/~dasiegel/Siegel-networks-and-media.pdf&quot;&gt;PDF
preprint&lt;/a&gt;]
	&lt;li&gt;Grahame F. Thompson, &lt;cite&gt;Between Hierarchies and Markets:
The Logic and Limits of Network Forms of Organization&lt;/cite&gt;
	&lt;li&gt;Charles Tilly
		&lt;ul&gt;
		&lt;li&gt;&lt;cite&gt;Identities, Boundaries, and Social Ties&lt;/cite&gt;
		&lt;li&gt;&lt;cite&gt;Stories, Identities, and Political Change&lt;/cite&gt;
		&lt;/ul&gt;
	&lt;li&gt;Namati&amp;eacute; Traor&amp;eacute;, &quot;Networks and Rapid Technological
Change: Novel Evidence from the Canadian Biotech
Industry&quot;, &lt;a hrf=&quot;http://dx.doi.org/10.1080/13662710500513425&quot;&gt;&lt;cite&gt;Industry
and Innovation&lt;/cite&gt; &lt;strong&gt;13&lt;/strong&gt; (2006): 41--68&lt;/a&gt;
	&lt;li&gt;Federico Varese, &quot;How Mafias Migrate: The Case of the`Ndrangheta 
in Northern Italy&quot;, &lt;cite&gt;Law and Society Review&lt;/cite&gt; &lt;strong&gt;40&lt;/strong&gt;
(2006): 411--444 [&lt;a href=&quot;http://www.crim.ox.ac.uk/Site%20archive%20files/staff/StaffPub/MafiasMigrateLSR_260.pdf&quot;&gt;PDF reprint&lt;/a&gt;]
	&lt;li&gt;Katherine Cramer Walsh, &lt;cite&gt;Talking about Politics: Informal
Groups and Social Identity in American Life&lt;/cite&gt; [&lt;a
href=&quot;http://www.press.uchicago.edu/cgi-bin/hfs.cgi/00/15878.ctl&quot;&gt;Blurb&lt;/a&gt;]
	&lt;li&gt;Frank E. Walter, Stefano Battiston, Frank Schweitzer,
&quot;A Model of a Trust-based Recommendation System on a Social Network&quot;,
&lt;a href=&quot;http://arxiv.org/abs/nlin.AO/0611054&quot;&gt;nlin.AO/0611054&lt;/a&gt;
	&lt;li&gt;Duncan J. Watts, Peter S. Dodds and Mark E. J. Newman, &quot;Identity
and Search in Social Networks,&quot;
&lt;a href=&quot;http://arxiv.org/abs/cond-mat/0205383&quot;&gt;cond-mat/0205383&lt;/a&gt; =
&lt;cite&gt;Science&lt;/cite&gt; &lt;strong&gt;296&lt;/strong&gt; (2002): 1302--1305
	&lt;li&gt;Harrison White
		&lt;ul&gt;
		&lt;li&gt;&lt;citE&gt;Markets from Networks: Socioeconomic Models
of Production&lt;/cite&gt; [&lt;a href=&quot;http://press.princeton.edu/titles/7207.html&quot;&gt;blurb, chapter 1&lt;/a&gt;]
		&lt;li&gt;&lt;cite&gt;Identity and Control: How Social Formations Emerge&lt;/cite&gt; [&lt;a href=&quot;http://press.princeton.edu/titles/8672.html&quot;&gt;blurb, chapter 1&lt;/a&gt;]
		&lt;/ul&gt;
	&lt;li&gt;Hal Whitehead, &lt;cite&gt;Analyzing Animal Societies: Quantitative Methods for Vertebrate Social Analysis&lt;/cite&gt; [From the &lt;a href=&quot;http://www.press.uchicago.edu/presssite/metadata.epl?mode=synopsis&amp;bookkey=254497&quot;&gt;blurb&lt;/a&gt; and table of contents, it's not obvious to me why he has the adjective &quot;vertebrate&quot;...]
	&lt;li&gt;David Wilkinson, &quot;Civilizations as Networks: Trade, War, Diplomacy,
and Command-Control&quot;, &lt;a
href=&quot;10.1002/cplx.10049&quot;&gt;&lt;cite&gt;Complexity&lt;/cite&gt; &lt;strong&gt;8&lt;/strong&gt; (2002):
82--86&lt;/a&gt;
	&lt;li&gt;H. Peyton Young, &quot;The diffusion of innovations in social
networks&quot;, in L. E. Blume and S. N. Durlauf (eds.), &lt;cite&gt;The Economy as
an Evolving Complex System III&lt;/cite&gt; (2003)
	&lt;li&gt;Li Zhang, &lt;cite&gt;Strangers in the City: Reconfigurations of Space, Power, and Social Networks Within China's Floating Population&lt;/cite&gt;
	&lt;li&gt;W.-X. Zhou, D. Sornette, R. A. Hill and R. I. M. Dunbar, &quot;Discrete
Hierarchical Organization of Social Group Sizes&quot;, &lt;a
href=&quot;http://arxiv.org/abs/cond-mat/0403299&quot;&gt;cond-mat/0403299&lt;/a&gt;
	&lt;/ul&gt;
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