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===Ryan's talks===
 
===Ryan's talks===
 
  <ol>
 
  <ol>
<li> [[Media:Anatomy_talk.pdf | Anatomy of a Bit]]
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<li> [[Media:Anatomy_talk.pdf | Anatomy of an Observation]]
 
<li> [[Media:Markov_cryptic_talk.pdf | Length Scales in Complex Time Series]]
 
<li> [[Media:Markov_cryptic_talk.pdf | Length Scales in Complex Time Series]]
 
</ol>
 
</ol>
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==Readings==
 
==Readings==
  
'''[http://tuvalu.santafe.edu/~cmg/compmech/pubs/CalcEmergTitlePage.html The Calculi of Emergence]'''
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James P. Crutchfield: '''[http://tuvalu.santafe.edu/~cmg/compmech/pubs/CalcEmergTitlePage.html The Calculi of Emergence]'''
  
'''[http://arxiv.org/abs/cs/0001027 Pattern Discovery and Computational Mechanics]'''
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Mikhail Prokopenko, Fabio Boschetti, and Alex J. Ryan: '''[http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.118.640&rep=rep1&type=pdf An Information-Theoretic Primer on Complexity, Self-Organisation and Emergence]'''
  
'''[http://arxiv.org/abs/1010.5545 Many Roads to Synchrony: Natural Time Scales and Their Algorithms]'''
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Cosma Rohilla Shalizi, James P. Crutchfield: '''[http://arxiv.org/abs/cs/0001027 Pattern Discovery and Computational Mechanics]'''
  
'''[http://arxiv.org/abs/1007.5354 Synchronization and Control in Intrinsic and Designed Computation: An Information-Theoretic Analysis of Competing Models of Stochastic Computation]'''
+
Ryan G. James, John R. Mahoney, Christopher J. Ellison, James P. Crutchfield: '''[http://arxiv.org/abs/1010.5545 Many Roads to Synchrony: Natural Time Scales and Their Algorithms]'''
  
'''[http://arxiv.org/abs/0905.4787 Information Accessibility and Cryptic Processes]'''
+
James P. Crutchfield, Christopher J. Ellison, Ryan G. James, John R. Mahoney: '''[http://arxiv.org/abs/1007.5354 Synchronization and Control in Intrinsic and Designed Computation: An Information-Theoretic Analysis of Competing Models of Stochastic Computation]'''
  
'''[http://arxiv.org/abs/0905.3587 Prediction, Retrodiction, and The Amount of Information Stored in the Present]'''
+
John R. Mahoney, Christopher J. Ellison, James P. Crutchfield: '''[http://arxiv.org/abs/0905.4787 Information Accessibility and Cryptic Processes]'''
  
'''[http://arxiv.org/abs/0806.4789 The Organization of Intrinsic Computation: Complexity-Entropy Diagrams and the Diversity of Natural Information Processing]'''
+
Christopher J. Ellison, John R. Mahoney, James P. Crutchfield: '''[http://arxiv.org/abs/0905.3587 Prediction, Retrodiction, and The Amount of Information Stored in the Present]'''
  
'''[http://arxiv.org/abs/1105.2988 Anatomy of a Bit]'''
+
David P. Feldman, Carl S. McTague, James P. Crutchfield: '''[http://arxiv.org/abs/0806.4789 The Organization of Intrinsic Computation: Complexity-Entropy Diagrams and the Diversity of Natural Information Processing]'''
 +
 
 +
Ryan G. James, Christopher J. Ellison, James P. Crutchfield: '''[http://arxiv.org/abs/1105.2988 Anatomy of a Bit: Information in a Time Series Observation]'''
 +
 
 +
Joseph T. Lizier, Mikhail Prokopenko, and Albert Y. Zomaya: '''[http://chaos.aip.org/resource/1/chaoeh/v20/i3/p037109_s1?isAuthorized=no Information modification and particle collisions in distributed computation]'''
 +
 
 +
Nicolas Brodu: '''[http://arxiv.org/abs/0902.0600 Reconstruction of Epsilon-Machines in Predictive Frameworks and Decisional States]'''
 +
 
 +
Samer A. Abdallah, Mark D. Plumbley: '''[http://arxiv.org/abs/1012.1890 A measure of statistical complexity based on predictive information]'''
 +
 
 +
Łukasz Dęowski: '''[http://arxiv.org/abs/1105.1306 Excess entropy in natural language: present state and perspectives]'''
  
 
==Online Labs==
 
==Online Labs==
  
 
'''[http://172.29.16.101:8000 CMPy Notebook]'''
 
'''[http://172.29.16.101:8000 CMPy Notebook]'''
 +
 +
[[Media:Complexity_Lab_1.pdf | Complexity Lab 1]]
 +
 +
[[Media:Complexity_Lab_2.pdf | Complexity Lab 2]]
 +
 +
[[Media:Complexity_Lab_3.pdf | Complexity Lab 3]]
 +
 +
[[Media:Complexity_Lab_4.pdf | Complexity Lab 4]]

Latest revision as of 22:08, 30 June 2011

Complex Systems Summer School 2011 Modules

Organized by Jim Crutchfield

Background

  • T. Cover and J.Thomas, Elements of Information Theory, Wiley, Second Edition (2006) Chapters 1 - 7.
  • M. Li and P.M.B.Vitanyi, An Introduction to Kolmogorov Complexity and its Applications , Springer, New York (1993).
  • J. P. Crutchfield and D. P. Feldman, “Regularities Unseen, Randomness Observed: Levels of Entropy Convergence”,CHAOS 13:1 (2003) 25-54.

Lecture Notes

Ryan's talks

  1. Anatomy of an Observation
  2. Length Scales in Complex Time Series

Readings

James P. Crutchfield: The Calculi of Emergence

Mikhail Prokopenko, Fabio Boschetti, and Alex J. Ryan: An Information-Theoretic Primer on Complexity, Self-Organisation and Emergence

Cosma Rohilla Shalizi, James P. Crutchfield: Pattern Discovery and Computational Mechanics

Ryan G. James, John R. Mahoney, Christopher J. Ellison, James P. Crutchfield: Many Roads to Synchrony: Natural Time Scales and Their Algorithms

James P. Crutchfield, Christopher J. Ellison, Ryan G. James, John R. Mahoney: Synchronization and Control in Intrinsic and Designed Computation: An Information-Theoretic Analysis of Competing Models of Stochastic Computation

John R. Mahoney, Christopher J. Ellison, James P. Crutchfield: Information Accessibility and Cryptic Processes

Christopher J. Ellison, John R. Mahoney, James P. Crutchfield: Prediction, Retrodiction, and The Amount of Information Stored in the Present

David P. Feldman, Carl S. McTague, James P. Crutchfield: The Organization of Intrinsic Computation: Complexity-Entropy Diagrams and the Diversity of Natural Information Processing

Ryan G. James, Christopher J. Ellison, James P. Crutchfield: Anatomy of a Bit: Information in a Time Series Observation

Joseph T. Lizier, Mikhail Prokopenko, and Albert Y. Zomaya: Information modification and particle collisions in distributed computation

Nicolas Brodu: Reconstruction of Epsilon-Machines in Predictive Frameworks and Decisional States

Samer A. Abdallah, Mark D. Plumbley: A measure of statistical complexity based on predictive information

Łukasz Dęowski: Excess entropy in natural language: present state and perspectives

Online Labs

CMPy Notebook

Complexity Lab 1

Complexity Lab 2

Complexity Lab 3

Complexity Lab 4