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{{CSSS 2006 Beijing}}
{{CSSS 2006 Beijing}}


Below are some readings that can provide some background for some of the lectures and/or that you can read after the lecturers to pursue some ideas further.  These readings are ''not'' required.  I will be updating this list fairly frequently.  --[[User:Dpf|Dpf]] 19:15, 26 June 2006 (MDT)


__FORCETOC__


=== General Background ===


Below are some readings that can provide some background for some of the lectures and/or that you can read after the lecturers to pursue some ideas further.


James Crutchfield, [[Media:Crutchfield.order.and.chaos.pdf|What Lies between Order and Chaos?]], in ''Art and Complexity'', J. Casti, editor, Oxford University Press (2002).  An interesting, non-technical essay discussing how new patterns are discovered, and how complexity arises from the interplay between order and chaos.  This is an excellent introduction to the notions of complexity and emergence, and history of one strand of the study of complex systems.


[http://cob.jmu.edu/rosserjb/ J.B. Rosser], [http://cob.jmu.edu/rosserjb/GENERIC.CPX.doc On the Complexities of Complex Economic Dynamics].  ''Journal of Economic Perspectives''. '''13''':169-192.  1999.  I've only read about half of this.  It strikes me as a thorough, even-handed review of the applications of "complexity theory" to economics.  Presents good spectrum of views, from those who think complexity is mostly hype, to those who believe it has contributed significant new understandings.  Contains around 125 references. [http://ideas.repec.org/a/aea/jecper/v13y1999i4p169-192.html pdf format, for AEA members].


== Readings Associated with Particular Lecturers ==


Cosma Shalizi, [[Media:Shalizi.overview.pdf|Methods and Techniques of Complex Systems Science: An Overview]].  Chapter 1 (pp. 33--114) in Thomas S. Deisboeck and J. Yasha Kresh (eds.), ''Complex Systems Science in Biomedicine'' (New York: Springer, 2006.)  This is an excellent, thorough review of the "field" -- to the extent that there is such a thing -- of complex systems.  Covers many tools: statistical learning and model selection; time series analysis; cellular automata; agent-based models; the evaluation of complex-systems models; information theory; and ways of measuring complexity.  Contains over 250 references.  Also available [http://arxiv.org/abs/nlin.AO/0307015 here].
=== Week One ===
 
----
 
=== Readings Associated with Particular Lecturers ===
 
Lecturers are listed in order of appearance.




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[[Media:Modeling_Villages.doc|This file]] introduces you to the web resources for Part 1 of Henry Wright's Presentation at the 2006 CSSS in Beijing.  Here are some other readings associated with Henry Wright's talks:
[[Media:Modeling_Villages.doc|This file]] introduces you to the web resources for Part 1 of Henry Wright's Presentation at the 2006 CSSS in Beijing.  Here are some other readings associated with Henry Wright's talks:


'''Part One-''' Foragers
'''Part One-''' Foragers and the Emergence of Agriculture
*[[Media:Modeling_Foragrs.doc|Brief Syllabus of Sources on the “Forager” Project]]
*[[Media:Modeling_Foragrs.doc|Brief Syllabus of Sources on the “Forager” Project]]
*[[Media:CSSS_Wright1_Foragers.ppt|PowerPoint presentation of Part 1]]
*[http://hornacek.coa.edu/dave/Wright/csss_foragers1_rev_06.ppt PowerPoint presentation of Part 1]  (Updated 21 July 2006)
*[[Media:Foragrs_talk.doc|Talk Outline]] (Updated 21 July 2006)
*[[Media:Wobst_BoundaryConditions_.pdf|Boundary Conditions for Paleolithic Social Systems: A Simultaion Approach]].  Martin Wobst.
*[[Media:Wobst_BoundaryConditions_.pdf|Boundary Conditions for Paleolithic Social Systems: A Simultaion Approach]].  Martin Wobst.
*[[Media:ArchSysThry68.pdf|Archaological Systems Theory and Early Mesoamerica]], Kent V. Flannery.  In <i>Anthropological Archaeology in the Americas</i>.  The Anthropological Society of Washington.  1968.  
*[[Media:ArchSysThry68.pdf|Archaological Systems Theory and Early Mesoamerica]], Kent V. Flannery.  In <i>Anthropological Archaeology in the Americas</i>.  The Anthropological Society of Washington.  1968.  
*[[Media:Guila_Naquitz_A.pdf|The Research Problem]], Kent V. Flannery.  In <i>Guila Naquitz: Archaic Foraging and Early Agriculture in Oaxaca, Mexico</i>, Ken V. Flannery, ed..
*[[Media:Guila_Naquitz_A.pdf|The Research Problem]], Kent V. Flannery.  In <i>Guila Naquitz: Archaic Foraging and Early Agriculture in Oaxaca, Mexico</i>, Ken V. Flannery, ed.
*[[Media:ch3-1.pdf|Guila Naquitz in Spacial, Temporal, and Cultural Context]], Kent V. Flannery.  In <i>Guila Naquitz: Archaic Foraging and Early Agriculture in Oaxaca, Mexico</i>, Ken V. Flannery, ed..
*[[Media:ch4.pdf|The Physical Environment of the Guila Naquitz Cave Group]], Kirkby, M. J., A. V. Whyte, and K. V. Flannery.  In <i>Guila Naquitz: Archaic Foraging and Early Agriculture in Oaxaca, Mexico</i>, Ken V. Flannery, ed..
*[[Media:Reynolds_introduction_to_model.pdf|The Modeling of Foraging Strategy: An Introduction to Part IV]], Robert Reynolds.  In <i>Guila Naquitz: Archaic Foraging and Early Agriculture in Oaxaca, Mexico</i>, Kent V. Flannery, ed.  
*[[Media:Reynolds_introduction_to_model.pdf|The Modeling of Foraging Strategy: An Introduction to Part IV]], Robert Reynolds.  In <i>Guila Naquitz: Archaic Foraging and Early Agriculture in Oaxaca, Mexico</i>, Kent V. Flannery, ed.  
*[[Media:Diamond_Nature_02.pdf| Jared Diamond's Overview of the Emergence of Food Production]]


'''Part Two-''' Villages
'''Part Two-''' Villages and the Emergernce of Tribal Alliance Systems
*[[Media:Modeling_Villages.doc|Brief Syllabus of Sources on the “Village” Project]]
*[[Media:Modeling_Villages.doc|Brief Syllabus of Sources on the “Village” Project]]
*[[Media:CSSS_Wright2X_Villagers.ppt|PowerPoint presentation of Part 2]]
*[http://hornacek.coa.edu/dave/Wright/csss_villages2_rev_06.ppt Revised PowerPoint presentation of Part 2] (Updated 21 July 2006)
*[[Media:Villages_talk.doc|Talk Outline]] (Updated 21 July 2006)
*[[Media:Kohleretal_SimAncntSocs_SciAm05.pdf|Simulating Ancient Societies]] Kohler, T. A., G.J. Gumerman and R.G. Reynolds
*[[Media:Kohleretal_SimAncntSocs_SciAm05.pdf|Simulating Ancient Societies]] Kohler, T. A., G.J. Gumerman and R.G. Reynolds
*[[Media:Gumerman_etal_.pdf|Long House Valley Simulation]]
*[[Media:Kohler_etal_Agent_Based_Mdling_SFI96.doc|Agent-Based Modeling of Prehistoric Settlement Systems in the Northern American Southwest]] Kohler, T. A., C. R. Van West, E. P. Carr and C. G. Langton
*[[Media:Kohler_etal_Agent_Based_Mdling_SFI96.doc|Agent-Based Modeling of Prehistoric Settlement Systems in the Northern American Southwest]] Kohler, T. A., C. R. Van West, E. P. Carr and C. G. Langton
*[[Media:Reynolds_Algorithms_2002.ppt|Cultural Algorithms: A Tutorial]] Robert G. Reynolds
*[[Media:Reynolds_Algorithms_2002.ppt|Cultural Algorithms: A Tutorial]] Robert G. Reynolds
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*[[Media:Kobti_etal_SwarmFest_Cultural_Algorithms_04.pdf|Agent-Based Modeling of Cultural Change in Swarm Using Cultural Algorithms]] Kobti, Z., R. G. Reynolds, and T. A. Kohler
*[[Media:Kobti_etal_SwarmFest_Cultural_Algorithms_04.pdf|Agent-Based Modeling of Cultural Change in Swarm Using Cultural Algorithms]] Kobti, Z., R. G. Reynolds, and T. A. Kohler
*[[Media:Reynolds_etal_Gaming_IEEE05.pdf|Unraveling Ancient Mysteries: Reimagining the Past Using Evolutionary Computation in a Complex Gaming Environment]] Reynolds, R. G., Z. Kobti, T. A. Kohler, and L. Y. L. Yap
*[[Media:Reynolds_etal_Gaming_IEEE05.pdf|Unraveling Ancient Mysteries: Reimagining the Past Using Evolutionary Computation in a Complex Gaming Environment]] Reynolds, R. G., Z. Kobti, T. A. Kohler, and L. Y. L. Yap
*[[Media:VILLAGE_and_BALI_URLs.doc|Web Access to Kohler's VILLAGE and Lansing''s BALI]]


'''Part Three-''' States
'''Part Three-''' Raising Civilizations
*[[Media:Modeling_States.doc|Brief Syllabus of Sources on the “States” Project]]  
*[[Media:Modeling_States.doc|Brief Syllabus of Sources on the “States” Project]]  
*[[Media:CSSS_Wright3_States.ppt|PowerPoint presentation of Part 3]]  
*[[Media:CSSS_Wright3_States.ppt|PowerPoint presentation of Part 3]]  
*[[Media:States_talk_06.doc|Talk Outline]] (Updated 21 July 2006)
*[[Media:Carneiro 1970.pdf|A Theory of the Origin of the State]] Robert L. Carneiro
*[[Media:Carneiro 1970.pdf|A Theory of the Origin of the State]] Robert L. Carneiro
*[[Media:Wright 1977.pdf|Recent Research on the Origin of the State]] Henry T. Wright
*[[Media:Wright 1977.pdf|Recent Research on the Origin of the State]] Henry T. Wright
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* Lecture 2:  Information Theory [[Media:info.1.4.pdf|Part I]], [[Media:Info.2.4.slides.pdf|Part II]]
* Lecture 2:  Information Theory [[Media:info.1.4.pdf|Part I]], [[Media:Info.2.4.slides.pdf|Part II]]
* Lecture 3:  Computation Theory.  [[Media:Comp.1.4.pdf|Automata and Computation Theory]], [[Media:Comp.theory.2.4.pdf|Computability and Computational Complexity]]
* Lecture 3:  Computation Theory.  [[Media:Comp.1.4.pdf|Automata and Computation Theory]], [[Media:Comp.theory.2.4.pdf|Computability and Computational Complexity]]
* Lecture 4:  Measures of Complexity.  [[Media:Comp.mech.4.pdf|Computational Mechanics]], [[Media:Complexity.measures.4.pdf|Measures of Complexity]], [[Media:Conclusion.slides.4.pdf|Conclusion]]
Further reading
*J.P. Crutchfield and D. P. Feldman Regularities Unseen, Randomness Observed: Levels of Entropy Convergence.  Chaos, 2003. 15: 25-54. 2003. [http://arxiv.org/abs/cond-mat/0102181 cond-mat:0102181].  This is a long paper discussing the entropy rate and excess entropy and including many different examples. 
*[[Media:Comp.ent.diagrams.4.pdf|Complexity Entropy Diagrams: Exploring the Relationships between Complexity and Randomness]].  Talk given in February 2006 at the Center for Computational Science and Engineering at UC Davis.  Additional info on some of the ideas from Lecture 4.




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M. E. J. Newman, [[Media:Newman.powerlaws.pdf|Power laws, Pareto distributions and Zipf's law]], ''Contemporary Physics'' '''46''', 323-351 (2005).  An excellent paper.  Good background for Cosma's lecture on power laws.
M. E. J. Newman, [[Media:Newman.powerlaws.pdf|Power laws, Pareto distributions and Zipf's law]], ''Contemporary Physics'' '''46''', 323-351 (2005).  An excellent paper.  Good background for Cosma's lecture on power laws.
* Lecture 2: [[Media:Shalizi-CSSS06-2-inference.pdf|Statistical Inference for Complex Systems Models]]
See also:[[Media:Shalizi.overview.pdf|Methods and Techniques of Complex Systems Science: An Overview]], [http://arxiv.org/abs/nlin.AO/0307015 nlin.AO/0307015].
* Lecture 3: [[Media:Shalizi-CSSS06-3-model-discovery.pdf|Optimal Prediction, Model Discovery and Self-Organization]]


C. R. Shalizi and K. L. Klinkner, "Blind Construction of Optimal Nonlinear Recursive Predictors
C. R. Shalizi and K. L. Klinkner, "Blind Construction of Optimal Nonlinear Recursive Predictors
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K. L. Klinkner, C. R. Shalizi and M. F. Camperi, "Measuring Shared Information and Coordinated Activity in Neuronal Networks", <cite>Advances in Neural Information Processing Systems 18</cite> (NIPS 2005), pp. 667--674.  Using CSSR to measure information sharing in networks (not just neural ones).  [http://arxiv.org/abs/q-bio.NC/0506009 q-bio.NC/0506009]
K. L. Klinkner, C. R. Shalizi and M. F. Camperi, "Measuring Shared Information and Coordinated Activity in Neuronal Networks", <cite>Advances in Neural Information Processing Systems 18</cite> (NIPS 2005), pp. 667--674.  Using CSSR to measure information sharing in networks (not just neural ones).  [http://arxiv.org/abs/q-bio.NC/0506009 q-bio.NC/0506009]


=== Week Two ===


'''Herb Gintis'''


Herbert Gintis, [[Media:Unity-bbs.pdf|A Framework for the Unification of the Behavioral Sciences]]. ''Behavioral and Brain Sciences'', forthcoming 2006. Parts of Herb's lectures will be based on this paper.
'''Li Shuzhuo & Marcus W.Feldman  ''July 17, Morning '''''
 
[[Media:Population dynamics introduction.pdf|Population dynamics introduction]].
 
'''Marcus W.Feldman  & Li Shuzhuo ''July 17, Afternoon '''''
 
[[Media:Rural-urban Migration in China Social Networks and Socio-demography.pdf|Rural-urban Migration in China Social Networks and Socio-demography]].
 
'''Marcus W.Feldman ''July 18, Morning '''''
 
[[Media:Niche construction A new dimension for biological and cultural evolution.pdf|Niche construction A new dimension for biological and cultural evolution]].
 
 
'''Jing Han'''
lecture notes 1, 2, 3.
 
About [http://complex.amss.ac.cn/hanjing/softcontrol/paper.html Soft-control].
 
 
 
'''Jim Crutchfield'''
 
Background for lecture two:
* O. Goenernup and J. P. Crutchfield, [http://cse.ucdavis.edu/~cmg/papers/hsofps.pdf Hierarchical Self-Organization in the Finitary Process Soup], Proceedings of Artificial Life X (2006) submitted.
* J. P. Crutchfield and Olof Görnerup, [http://cse.ucdavis.edu/~cmg/papers/otmo.pdf Objects That Make Objects: The Population Dynamics of Structural Complexity].
 
=== Week Three ===
 
'''Hao Bai-lin'''
 
*[[Media:Asd_hao.pdf|Applied Symbolic Dynamics:  From 1D to 2D to ODEs]]




'''Lee Altenberg'''
'''Lee Altenberg'''
'''Lecture Slides'''
*[[http://www.santafe.edu/~altenber/CSSS_BEIJING/Altenberg_Lecture_1.4up.pdf Lecture 1: Overview]][[http://www.santafe.edu/~altenber/CSSS_BEIJING/Altenberg_Lecture_1.2up.pdf 2-up]] [6MB]
*[[http://www.santafe.edu/~altenber/CSSS_BEIJING/Altenberg_Lecture_2.4up.pdf Lecture 2: Spectral Analysis of Evolutionary Dynamics]][[http://www.santafe.edu/~altenber/CSSS_BEIJING/Altenberg_Lecture_2.2up.pdf 2-up]][1MB]
*[[http://www.santafe.edu/~altenber/CSSS_BEIJING/Altenberg_Lecture_3.4up.pdf Lecture 3: Higher Order Phenomena]][[http://www.santafe.edu/~altenber/CSSS_BEIJING/Altenberg_Lecture_3.2up.pdf 2-up]][2.3MB]
'''Background Reading'''


*Altenberg, L. , 2004. [http://dynamics.org/Altenberg/PAPERS/OPSAED/ Open Problems in the Spectral Analysis of Evolutionary Dynamics] presents a mathematical framework for evolutionary optimization and some of its unsolved problems.   
*Altenberg, L. , 2004. [http://dynamics.org/Altenberg/PAPERS/OPSAED/ Open Problems in the Spectral Analysis of Evolutionary Dynamics] presents a mathematical framework for evolutionary optimization and some of its unsolved problems.   
*Altenberg, L. , 1994. [http://dynamics.org/Altenberg/PAPERS/STPT/ The Schema Theorem and Price's Theorem] delves into the claims about schema processing as the source of power in genetic algorithms, and recasts the Schema Theorem (Holland 1975) by using Price's Theorem (1970).  It is shown that the Schema Theorem says nothing about a GA's power, but a modification with a different measurement function produces a theorem about evolvability that is a local measure of GA power.  The concept of rugged landscapes is also deconstructed in terms of operator-defined distance.
*Erik van Nimwegen, James P. Crutchfield, and Martijn Huynen [http://www.santafe.edu/~evca/Papers/nemr.pdf Neutral Evolution of Mutational Robustness.] Proceedings of the National Academy of Science U.S.A. 96:9716-9720 (1999).
'''Additional Reading'''
*Altenberg, L. , 2004. [http://dynamics.org/Altenberg/PAPERS/MESLLQ/ Modularity in Evolution: Some Low Level Questions] deconstructs the concept of modularity in terms of spaces of variation, and discusses properties needed for modularity to enhance evolvability.
*Altenberg, L. , 2004. [http://dynamics.org/Altenberg/PAPERS/MESLLQ/ Modularity in Evolution: Some Low Level Questions] deconstructs the concept of modularity in terms of spaces of variation, and discusses properties needed for modularity to enhance evolvability.
*Erik van Nimwegen and James P. Crutchfield.  [http://www.santafe.edu/~evca/Papers/med.pdf Metastable Evolutionary Dynamics: Crossing Fitness Barriers or Escaping via Neutral Paths?]  Bulletin of Mathematical Biology 62:5:799-848 (Sep 2000)
'''Links'''
Evolutionary Art at [http://electricsheep.org/ Electric Sheep]
'''William S-Y. Wang & James W. Minett,  ''July 24 & 25, 10:30-11:45 '''''
[http://www.ee.cuhk.edu.hk/~jminett/minett_files/SFI_Lectures_1_to_2_notes.pdf Notes to Lectures 1 and 2].
[http://www.ee.cuhk.edu.hk/~jminett/minett_files/SFI_Lectures_1_to_2_bibliography.pdf Bibliography to Lectures 1 and 2].
'''William S-Y. Wang & James W. Minett,  ''July 26, 10:30-11:45 '''''
[http://www.ee.cuhk.edu.hk/~jminett/minett_files/SFI_Lectures_3_to_5_intro.pdf Introduction to Lectures 3 to 5].
[http://www.ee.cuhk.edu.hk/~jminett/minett_files/SFI_Lectures_3_to_5_bib.pdf Bibliography to Lectures 3 to 5].
Lecture 3: [http://www.ee.cuhk.edu.hk/~jminett/minett_files/SFI_Lectures_3_acquisition.pdf  Modeling the ontogenetic emergence of language using recurrent neural networks].
'''William S-Y. Wang & James W. Minett,  ''July 27, 10:30-11:45 '''''
Lecture 4: [http://www.ee.cuhk.edu.hk/~jminett/minett_files/SFI_Lectures_4_emergence.pdf  Modeling the phylogenetic emergence of language using agent-based modeling].
'''William S-Y. Wang & James W. Minett,  ''July 28, 10:30-11:45 '''''
Lecture 5: [http://www.ee.cuhk.edu.hk/~jminett/minett_files/SFI_Lectures_5_competition.pdf  Modeling language competition and death using differential equations and agent-based modeling].
'''Van Savage'''
[[Savage.lecture.1.csss.ppt|Lecture 1]]
=== Week Four ===
'''Michelle Girvan'''
[[Media:CSSS06_girvan1.ppt.pdf|Lecture 1]]
[[Media:CSSS06_girvan2.ppt.pdf|Lecture 2]]
'''Herbert Gintis'''
Herbert Gintis, [[Media:Unity-bbs.pdf|A Framework for the Unification of the Behavioral Sciences]].  ''Behavioral and Brain Sciences'', forthcoming 2006.  Parts of Herb's lectures will be based on this paper. The rest will be based on various papers available from his[[http://www-unix.oit.umass.edu/~gintis web site.]]
'''Dave Feldman'''
[[Media:Final.remarks.pdf|Summary and Final Remarks]]
== General Background ==
James Crutchfield, [[Media:Crutchfield.order.and.chaos.pdf|What Lies between Order and Chaos?]], in ''Art and Complexity'', J. Casti, editor, Oxford University Press (2002).  An interesting, non-technical essay discussing how new patterns are discovered, and how complexity arises from the interplay between order and chaos.  This is an excellent introduction to the notions of complexity and emergence, and history of one strand of the study of complex systems.
[http://cob.jmu.edu/rosserjb/ J.B. Rosser], [http://cob.jmu.edu/rosserjb/GENERIC.CPX.doc On the Complexities of Complex Economic Dynamics].  ''Journal of Economic Perspectives''. '''13''':169-192.  1999.  I've only read about half of this.  It strikes me as a thorough, even-handed review of the applications of "complexity theory" to economics.  Presents good spectrum of views, from those who think complexity is mostly hype, to those who believe it has contributed significant new understandings.  Contains around 125 references. [http://ideas.repec.org/a/aea/jecper/v13y1999i4p169-192.html pdf format, for AEA members].
Cosma Shalizi, [[Media:Shalizi.overview.pdf|Methods and Techniques of Complex Systems Science: An Overview]].  Chapter 1 (pp. 33--114) in Thomas S. Deisboeck and J. Yasha Kresh (eds.), ''Complex Systems Science in Biomedicine'' (New York: Springer, 2006.)  This is an excellent, thorough review of the "field" -- to the extent that there is such a thing -- of complex systems.  Covers many tools: statistical learning and model selection; time series analysis; cellular automata; agent-based models; the evaluation of complex-systems models; information theory; and ways of measuring complexity.  Contains over 250 references.  Also available [http://arxiv.org/abs/nlin.AO/0307015 here].

Latest revision as of 20:29, 29 August 2006

CSSS 2006 Beijing



Below are some readings that can provide some background for some of the lectures and/or that you can read after the lecturers to pursue some ideas further.


Readings Associated with Particular Lecturers

Week One

Andreas Wagner

Genome-scale Biological Networks. These are the slides that Andreas will use for his lectures. We will make hard copies available at the CSSS.


Henry Wright

This file introduces you to the web resources for Part 1 of Henry Wright's Presentation at the 2006 CSSS in Beijing. Here are some other readings associated with Henry Wright's talks:

Part One- Foragers and the Emergence of Agriculture

Part Two- Villages and the Emergernce of Tribal Alliance Systems

Part Three- Raising Civilizations


Dave Feldman

Annotated bibliography to accompany Dave's lectures. In addition to references specific to the lecture topics, there are also a number of general complex systems references.

Further reading


Cosma Shalizi

M. E. J. Newman, Power laws, Pareto distributions and Zipf's law, Contemporary Physics 46, 323-351 (2005). An excellent paper. Good background for Cosma's lecture on power laws.

See also:Methods and Techniques of Complex Systems Science: An Overview, nlin.AO/0307015.

C. R. Shalizi and K. L. Klinkner, "Blind Construction of Optimal Nonlinear Recursive Predictors for Discrete Sequences", Uncertainty in Artificial Intelligence: Proceedings of the Twentieth Conference (UAI 2004), pp. 504--511. Best description of the CSSR algorithm; helpful for third lecture. cs.LG/0406011

K. L. Klinkner, C. R. Shalizi and M. F. Camperi, "Measuring Shared Information and Coordinated Activity in Neuronal Networks", Advances in Neural Information Processing Systems 18 (NIPS 2005), pp. 667--674. Using CSSR to measure information sharing in networks (not just neural ones). q-bio.NC/0506009

Week Two

Li Shuzhuo & Marcus W.Feldman July 17, Morning

Population dynamics introduction.

Marcus W.Feldman & Li Shuzhuo July 17, Afternoon

Rural-urban Migration in China Social Networks and Socio-demography.

Marcus W.Feldman July 18, Morning

Niche construction A new dimension for biological and cultural evolution.


Jing Han lecture notes 1, 2, 3.

About Soft-control.


Jim Crutchfield

Background for lecture two:

Week Three

Hao Bai-lin


Lee Altenberg

Lecture Slides


Background Reading

  • Altenberg, L. , 2004. Open Problems in the Spectral Analysis of Evolutionary Dynamics presents a mathematical framework for evolutionary optimization and some of its unsolved problems.
  • Altenberg, L. , 1994. The Schema Theorem and Price's Theorem delves into the claims about schema processing as the source of power in genetic algorithms, and recasts the Schema Theorem (Holland 1975) by using Price's Theorem (1970). It is shown that the Schema Theorem says nothing about a GA's power, but a modification with a different measurement function produces a theorem about evolvability that is a local measure of GA power. The concept of rugged landscapes is also deconstructed in terms of operator-defined distance.
  • Erik van Nimwegen, James P. Crutchfield, and Martijn Huynen Neutral Evolution of Mutational Robustness. Proceedings of the National Academy of Science U.S.A. 96:9716-9720 (1999).

Additional Reading

Links Evolutionary Art at Electric Sheep


William S-Y. Wang & James W. Minett, July 24 & 25, 10:30-11:45

Notes to Lectures 1 and 2.

Bibliography to Lectures 1 and 2.


William S-Y. Wang & James W. Minett, July 26, 10:30-11:45

Introduction to Lectures 3 to 5.

Bibliography to Lectures 3 to 5.

Lecture 3: Modeling the ontogenetic emergence of language using recurrent neural networks.


William S-Y. Wang & James W. Minett, July 27, 10:30-11:45

Lecture 4: Modeling the phylogenetic emergence of language using agent-based modeling.


William S-Y. Wang & James W. Minett, July 28, 10:30-11:45

Lecture 5: Modeling language competition and death using differential equations and agent-based modeling.


Van Savage

Lecture 1

Week Four

Michelle Girvan

Lecture 1 Lecture 2


Herbert Gintis

Herbert Gintis, A Framework for the Unification of the Behavioral Sciences. Behavioral and Brain Sciences, forthcoming 2006. Parts of Herb's lectures will be based on this paper. The rest will be based on various papers available from his[web site.]


Dave Feldman

Summary and Final Remarks

General Background

James Crutchfield, What Lies between Order and Chaos?, in Art and Complexity, J. Casti, editor, Oxford University Press (2002). An interesting, non-technical essay discussing how new patterns are discovered, and how complexity arises from the interplay between order and chaos. This is an excellent introduction to the notions of complexity and emergence, and history of one strand of the study of complex systems.

J.B. Rosser, On the Complexities of Complex Economic Dynamics. Journal of Economic Perspectives. 13:169-192. 1999. I've only read about half of this. It strikes me as a thorough, even-handed review of the applications of "complexity theory" to economics. Presents good spectrum of views, from those who think complexity is mostly hype, to those who believe it has contributed significant new understandings. Contains around 125 references. pdf format, for AEA members.

Cosma Shalizi, Methods and Techniques of Complex Systems Science: An Overview. Chapter 1 (pp. 33--114) in Thomas S. Deisboeck and J. Yasha Kresh (eds.), Complex Systems Science in Biomedicine (New York: Springer, 2006.) This is an excellent, thorough review of the "field" -- to the extent that there is such a thing -- of complex systems. Covers many tools: statistical learning and model selection; time series analysis; cellular automata; agent-based models; the evaluation of complex-systems models; information theory; and ways of measuring complexity. Contains over 250 references. Also available here.