Difference between revisions of "Background Readings CSSS15"
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* All of Nonparametric Statistics (Wasserman). Recommended by '''Cosma Shalizi'''. | * All of Nonparametric Statistics (Wasserman). Recommended by '''Cosma Shalizi'''. | ||
* [http://www.stat.cmu.edu/~cshalizi/ADAfaEPoV/ Advanced Data Analysis from an Elementary Point of View] (Shalizi) | * [http://www.stat.cmu.edu/~cshalizi/ADAfaEPoV/ Advanced Data Analysis from an Elementary Point of View] (Shalizi) | ||
* Elements of Statistical Learning: Data Mining, Inference, and Prediction (Hastie, Tibshirani, Friedman). Recommended by Glenn Magerman | |||
==Computer Science== | ==Computer Science== |
Revision as of 16:09, 17 June 2015
Complex Systems Summer School 2015 |
The following is a collection of papers regarded as "classic" literature in Complex Systems Science. This list has been growing over the past few years and was formalized by Dan Rockmore for the 2010 Complex Systems Summer School.
For more readings, please explore the wiki content of previous summer schools.
Science and complexity by Warren Weaver
Last Updated for SFI CSSS13 March 25 2013
Bibles (Awesome Reference Books)
Statistics
* All of Statistics (Wasserman). Recommended by Cosma Shalizi. * All of Nonparametric Statistics (Wasserman). Recommended by Cosma Shalizi. * Advanced Data Analysis from an Elementary Point of View (Shalizi) * Elements of Statistical Learning: Data Mining, Inference, and Prediction (Hastie, Tibshirani, Friedman). Recommended by Glenn Magerman
Computer Science
* Nature of Computation (Moore). Recommended by Christopher Moore. * The Algorithm Design Manual (Skiena). Recommended by Richard Barnes.
Data Analysis
* Nonlinear Time Series Analysis (Kantz & Schreiber). Recommended by Liz Bradley.
Game Theory
* Multiagent Systems: Algorithmic, Game-Theoretic, and Logical Foundations (Shoham & Leyton-Brown)
Network stuff
* Networks: an Introduction (Mark Newman). Recommended by Daniel Citron (and everyone, really. It's actually that good) * Dynamical Processes on Complex Networks (Barrat, Barthélemy, Vespignani). Recommended by Daniel Citron * Graph Theory (Reinhard Diestel). Great introduction to mathematics/proofs. Recommend by Glenn Magerman * Modern Graph Theory (Bollobas). Great & more intense introduction to math/proofs. Recommended by Glenn Magerman * Social and Economic Networks (Matt Jackson). Recommended by Glenn Magerman * Connections: An Introduction to the Economics of Networks (Sanjeev Goyal). More about game theory on networks. Recommended by Glenn Magerman
Consciousness
* Phi: A Voyage from the Brain to the Soul (Giulio Tononi). Recommended by Stefano Gurciullo * Consciousness as integrated information: a provisional manifesto (Giulio Tononi). Recommended by Stefano Gurciullo