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CSSS 2008 Beijing-Readings-Week-Two: Difference between revisions

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===Aaron Clauset: Power laws, Networks and Inference ===
===Aaron Clauset: Power laws, Networks and Inference ===


The following references cover background material for the lectures. The first and second are the most relevant, with the third and fourth being additional background material on Markov chain Monte Carlo algorithms.
The following references cover background material for the three lectures.


* [[Media:CSN_07_PowerlawDistributionsInEmpiricalData_arxiv.pdf|"Power-law distributions in empirical data." Clauset, Shalizi and Newman. arXiv:0706.1062 (2007).]]
* [http://siamdl.aip.org/getpdf/servlet/GetPDFServlet?filetype=pdf&id=SIREAD000045000002000167000001 "The Structure and function of complex networks." M. E. J. Newman, ''SIAM Review'' '''45''', 167-256 (2003)]
* [[Media:CMN_08_Hierarchy_Preprint.pdf|"Hierarchical structure and the prediction of missing links in networks." Clauset, Moore and Newman. <i>Nature</i> <b>453</b>, 98-101 (2008).]]
* [[Media:CSN_07_PowerlawDistributionsInEmpiricalData_arxiv.pdf|"Power-law distributions in empirical data." A. Clauset, C. R. Shalizi and M. E. J. Newman. arXiv:0706.1062 (2007).]]
* [http://www-personal.umich.edu/~mejn/nbook/ <i>Monte Carlo Methods in Statistical Physics.</i> Newman and Barkema. Oxford University Press (1999).]
* [http://citeseer.ist.psu.edu/andrieu03introduction.html "An Introduction to MCMC for Machine Learning." Andrieu, de Freitas, Doucet and Jordan. <i>Machine Learning</i> <b>50</b>, 5-43 (2003).]

Revision as of 04:35, 24 June 2008