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{{Complex Networks Short Course}}
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{{Exploring Complexity in Science and Technology from a Santa Fe Institute Perspective 2013}}
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===Background Readings (optional) ===
 
===Background Readings (optional) ===
 
  
  
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'''Aaron Clauset's lectures (Introduction to Networks):'''
 
'''Aaron Clauset's lectures (Introduction to Networks):'''
  
Duncan Watts, Six Degrees: The Science of a Connected Age
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Duncan Watts, [http://www.amazon.com/Six-Degrees-The-Science-Connected/dp/0393325423 Six Degrees: The Science of a Connected Age]
  
A. L. Barabasi, Linked: How Everything Is Connected to Everything Else and What It Means
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A. L. Barabasi, [http://www.amazon.com/Linked-Everything-Connected-Business-Everyday/dp/0452284392 Linked: How Everything Is Connected to Everything Else and What It Means]
  
Mark Newman, Networks: An Introduction
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Mark Newman, [http://www.amazon.com/Networks-An-Introduction-Mark-Newman/dp/0199206651 Networks: An Introduction]
  
 
Mark Newman, [http://arxiv.org/pdf/condmat/0303516 Structure and function of complex networks]
 
Mark Newman, [http://arxiv.org/pdf/condmat/0303516 Structure and function of complex networks]
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Clauset, A. [http://arxiv.org/abs/0706.1062 Power-law distributions in empirical data]
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'''Lauren Ancel Meyers' lecture (Networks in Epidemiology):'''
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Bansal, S., J. Read, B. Pourbohloul, L.A. Meyers (2010) [http://www.bio.utexas.edu/research/meyers/LaurenM/BansalJBD10.pdf The dynamic nature of contact networks in infectious disease epidemiology]. Journal of Biological Dynamics 4: 478-489.
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'''Software'''
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[http://www.bio.utexas.edu/research/meyers/dicon/ Dicon Disease Control System]
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'''Melanie Mitchell's lecture (Network Modeling Tools):'''
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D. J. Watts and S. H. Strogatz, [http://labs.yahoo.com/files/w_s_NATURE_0.pdf Collective dynamics of 'small-world' networks].  Nature, 393, 440-442, 1998.
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E. Bullmore and O. Sporns, [http://www.neuroscience.cam.ac.uk/Uploads/nrn%20bullmore%20sporns%202012.pdf The economy of brain network organization].  Nature Reviews Neuroscience, 13, 336-349, 2012. 
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'''Jennifer Dunne's lecture (Ecological Networks):'''
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Dunne, J.A., [[media:jenpaper.pdf | Food webs]]. In the “Complex Networks and Graph Theory” section of the Encyclopedia of Complexity and Systems Science, ed. R.A. Meyers. Springer, New York, pp. 3661-3682, 2009.
  
  
'''Paul Hines lectures (Power Grid):'''
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'''Simon DeDeo's lecture (How Groups Think: Emergence and Cognition in Social Systems):'''
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DeDeo, S. 2012. [http://arxiv.org/pdf/1212.0018 Evidence for Non-Finite-State Computation in a Human Social System].  Working Paper, Santa Fe Institute.
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Rehmeyer, J. 2013. [http://www.santafe.edu/news/item/science-news-dedeo-hive-mind/ Probing Wikipedia editors' hive mind]. Article, Science News
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DeDeo, S. [http://nautil.us/issue/2/uncertainty/the-coin-toss-and-the-love-triangle The Coin Toss and the Love Triangle]. Article, Nautilus.
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'''Paul Hines' lecture (The Power Grid as a Complex Network):'''
 
        
 
        
 
Charles D. Brummitt, Paul D. H. Hines, Ian Dobson, Cristopher Moore, Raissa M. D'Souza, Transdisciplinary electric power grid science. Proceedings of the National Ac1ademy of Sciences, USA, vol. 110, no. 30.  http://arxiv.org/abs/1307.7305
 
Charles D. Brummitt, Paul D. H. Hines, Ian Dobson, Cristopher Moore, Raissa M. D'Souza, Transdisciplinary electric power grid science. Proceedings of the National Ac1ademy of Sciences, USA, vol. 110, no. 30.  http://arxiv.org/abs/1307.7305
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http://arxiv.org/abs/1105.0214
 
http://arxiv.org/abs/1105.0214
  
P. Hines, E. Cotilla-Sanchez, S. Blumsack. Do topological models provide good information about vulnerability in electric power networks? Chaos: An interdisciplinary journal of non-linear science. vol. 20, no. 3, 2010.
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P. Hines, E. Cotilla-Sanchez, S. Blumsack. Do topological models provide good information about vulnerability in electric power networks? Chaos: An interdisciplinary journal of non-linear science. vol. 20, no. 3, 2010. http://arxiv.org/abs/1002.2268
http://arxiv.org/abs/1002.2268
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'''Bernardo Huberman's lecture (Social Media and the Attention Economy):'''
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B. Huberman, [[Media:hubermanfile.pdf | Social Computing and the Attention Economy]],
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Journal of Statistical Physics, 151, 1-2, 329-339, 2013.
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Lanier, J. [http://www.nytimes.com/2013/06/09/opinion/sunday/fixing-the-digital-economy.html?_r=0 Fixing the Digital Economy]
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'''Cris Moore's lecture (Dealing with Uncertainty in Networks):'''
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A. Clauset, C. Moore, and M. E. J. Newman, [http://www-personal.umich.edu/~mejn/papers/cmn08.pdf Hierarchical structure and the prediction of missing links in networks].  Nature, 453, 98-101, 2008.
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C. Moore, X. Yan, Y. Zhu, J.-B. Rouquier, and T. Lane,
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[http://arxiv.org/abs/1109.3240 Active learning for node classification in assortative and disassortative networks].  Proc. 17th Int. Conf. on Knowledge Discovery and Data Mining (KDD '11), 841-849.
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Moore, C. and Mertens, S. [http://www.nature-of-computation.org/ The Nature of Computation] Book, 2011.
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'''Luis Bettencourt's lecture (The Origin of Scaling in Cities):'''
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L. Bettencourt, [http://www.sciencemag.org/content/340/6139/1438.abstract The Origins of Scaling in Cities Abstract]
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L. Bettencourt, [http://www.santafe.edu/media/workingpapers/12-09-014.pdf The origin of scaling in cities], Science, 340, 6139, 1438-1441, 2013. 
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L. Bettencourt, [http://www.santafe.edu/media/workingpapers/13-03-008.pdf The Kind of Problem a City Is]
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Latest revision as of 20:05, 5 September 2013

Education Event Navigation


Background Readings (optional)

General Complex Systems:

M. Mitchell, Complexity: A Guided Tour (this book will be provided to all participants).


Aaron Clauset's lectures (Introduction to Networks):

Duncan Watts, Six Degrees: The Science of a Connected Age

A. L. Barabasi, Linked: How Everything Is Connected to Everything Else and What It Means

Mark Newman, Networks: An Introduction

Mark Newman, Structure and function of complex networks

Clauset, A. Power-law distributions in empirical data


Lauren Ancel Meyers' lecture (Networks in Epidemiology):

Bansal, S., J. Read, B. Pourbohloul, L.A. Meyers (2010) The dynamic nature of contact networks in infectious disease epidemiology. Journal of Biological Dynamics 4: 478-489.

Software

Dicon Disease Control System


Melanie Mitchell's lecture (Network Modeling Tools):

D. J. Watts and S. H. Strogatz, Collective dynamics of 'small-world' networks. Nature, 393, 440-442, 1998.

E. Bullmore and O. Sporns, The economy of brain network organization. Nature Reviews Neuroscience, 13, 336-349, 2012.


Jennifer Dunne's lecture (Ecological Networks):

Dunne, J.A., Food webs. In the “Complex Networks and Graph Theory” section of the Encyclopedia of Complexity and Systems Science, ed. R.A. Meyers. Springer, New York, pp. 3661-3682, 2009.


Simon DeDeo's lecture (How Groups Think: Emergence and Cognition in Social Systems):

DeDeo, S. 2012. Evidence for Non-Finite-State Computation in a Human Social System. Working Paper, Santa Fe Institute.

Rehmeyer, J. 2013. Probing Wikipedia editors' hive mind. Article, Science News

DeDeo, S. The Coin Toss and the Love Triangle. Article, Nautilus.


Paul Hines' lecture (The Power Grid as a Complex Network):

Charles D. Brummitt, Paul D. H. Hines, Ian Dobson, Cristopher Moore, Raissa M. D'Souza, Transdisciplinary electric power grid science. Proceedings of the National Ac1ademy of Sciences, USA, vol. 110, no. 30. http://arxiv.org/abs/1307.7305

E. Cotilla-Sanchez, P. Hines, C. Barrows, S. Blumsack, M. Patel, Multi-attribute Partitioning of Power Networks Based on Electrical Distance. IEEE Transactions on Power Systems (in press) [pre-print] http://www.uvm.edu/~phines/publications/2013/cotilla-sanchez_2013

Eduardo Cotilla-Sanchez, Paul D. H. Hines, Clayton Barrows, and Seth Blumsack. Comparing the Topological and Electrical Structure of the North American Electric Power Infrastructure. IEEE Systems Journal, vol. 6, no. 4, 2012. [arxiv pre-print] http://arxiv.org/abs/1105.0214

P. Hines, E. Cotilla-Sanchez, S. Blumsack. Do topological models provide good information about vulnerability in electric power networks? Chaos: An interdisciplinary journal of non-linear science. vol. 20, no. 3, 2010. http://arxiv.org/abs/1002.2268


Bernardo Huberman's lecture (Social Media and the Attention Economy):

B. Huberman, Social Computing and the Attention Economy, Journal of Statistical Physics, 151, 1-2, 329-339, 2013.

Lanier, J. Fixing the Digital Economy


Cris Moore's lecture (Dealing with Uncertainty in Networks):

A. Clauset, C. Moore, and M. E. J. Newman, Hierarchical structure and the prediction of missing links in networks. Nature, 453, 98-101, 2008.

C. Moore, X. Yan, Y. Zhu, J.-B. Rouquier, and T. Lane, Active learning for node classification in assortative and disassortative networks. Proc. 17th Int. Conf. on Knowledge Discovery and Data Mining (KDD '11), 841-849.

Moore, C. and Mertens, S. The Nature of Computation Book, 2011.


Luis Bettencourt's lecture (The Origin of Scaling in Cities):

L. Bettencourt, The Origins of Scaling in Cities Abstract

L. Bettencourt, The origin of scaling in cities, Science, 340, 6139, 1438-1441, 2013.

L. Bettencourt, The Kind of Problem a City Is



Other Reading:

Classic readings on Complex Systems Science can be found on the Complex Systems Summer School Background Readings page.