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Human Social Dynamics at the Santa Fe Institute

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Promising directions: Robustness of settlements of conflicts ... Lots of promising directions: Equivalence classes of adaptive agent models ... – PowerPoint PPT presentation

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Title: Human Social Dynamics at the Santa Fe Institute


1
Human Social Dynamicsat the Santa Fe Institute
  • Past triumphs promising directions

2
Human Social Dynamicspast triumphs
From a group meeting at SFI last week
evolution
innovation
Sugarscape Echo Anasazi Bali
A-Life
evolutionary algorithm
dynamical systems
Pgame theory
actors
cognition
artificial stock markets
emotions
evolutionary game theory
networks
eeconomies

emergence
3
Human Social Dynamicspast triumphs
From a group meeting at SFI last week
evolution
innovation
Sugarscape Echo Anasazi Bali
A-Life
evolutionary algorithm
dynamical systems
Pgame theory
actors
cognition
artificial stock markets
emotions
evolutionary game theory
networks
eeconomies

emergence
Rethinking major paradigms equilibrium theory,
rational actor model
4
Human Social Dynamicspast triumphs
  • From a group meeting at SFI
  • Elements of a new paradigm
  • Societies as co-created, out-of- equilibrium
    dynamical systems
  • Generated by agents with bounded
    knowledge/rationality
  • Affected by past states externalities
  • local interactions may produce emergent global
    structure or properties

5
Human Social Dynamicspast triumphs
  • From a group meeting at SFI
  • Elements of a new paradigm
  • Societies as co-created, out-of- equilibrium
    dynamical systems
  • Generated by agents with bounded
    knowledge/rationality
  • Affected by past states externalities
  • local interactions may produce emergent global
    structure or properties

Cross- disciplinary perspectives
Cross- disciplinary perspectives
6
Human Social Dynamicspast triumphs
  • SFI working papers 1994-2003 Uniquely
    interdisciplinary???

Resident faculty
External faculty
Postdocs
Other
7
Human Social Dynamicspast triumphs
Some Past SFI hits Prosocial behavior Tech/org
Landscape Anasazi,Bali, Mesa Verde Echo Sugarscape
Florence DAT/ASM/DAD Econo-physics Small
worlds Comp Political Economy Learning in
games Increasing Returns
8
Human Social Dynamicspast triumphs
Some Past SFI hits Anasazi,Bali, Mesa
Verde Echo Sugarscape Florence DAT/ASM/DAD Econo-p
hysics Small worlds Prosocial behavior Tech/org
Landscape Comp Political Economy Learning in
games Increasing Returns Etc.!!!
Long Term Implications Agent-Based
Modeling Swarm etc. Learning Bounded
Rat/ZI Dis-equilibrium Networks Robustness Communi
cation Organization Innovation/Novelty Scaling
Origins Alife Adaptive Computation Theoretical
Computation Evol Biology Psychology Economics Ant
hropology Physics
9
Human Social Dynamicsat the Santa Fe Institute
  • What are we doing?
  • Social innovation
  • Emotions, cognition, learning
  • Evolution of networks exchange
  • Sociocultural evolution
  • Political violence
  • Market evolution finance
  • Gene-culture-society-language coevolution
  • Robustness of Human Natural Systems

10
Human Social Dynamics Social Innovation
Neutral networks from biology to economics
  • Consider the technological landscape as a search
    space
  • by muddling through, firms may find new peaks

11
Human Social Dynamics Social Innovation
Neutral networks from biology to economics
  • Consider the technological landscape as a search
    space
  • by muddling through, firms may find new peaks
  • how does communication affect coordination?

12
Human Social Dynamics Social Innovation
Promising directions
  • What are the sources of novelty?
  • When do systems equilibrate?
  • Where do solutions differ
  • from classical theory?
  • Are there stable regimes?
  • Punctuated equilibria?

13
Human Social Dynamics Social Innovation
Promising directions Institutional Innovation
  • Emergence persistence of inequality
  • Scale effects tipping points

14
Human Social Dynamics Social Innovation
Promising directions Institutional Innovation
  • Emergence persistence of inequality
  • Scale effects tipping points
  • Robustness of decisions in uncertain
  • economic environments
  • Robust settlements of civil wars

15
Human Social Dynamics Social Innovation
Promising directions Organizational Innovation
  • Dynamical models of transposition of networks
  • From banking to families to politics!

16
Human Social Dynamics Social Innovation
Promising directions Organizational Innovation
  • Dynamical models of transposition of networks
  • From banking to families to politics!
  • Impact of creation of multiple networks on new
    institutional forms

17
Human Social Dynamics Social Innovation
Promising directions Organizational Innovation
  • Dynamical models of transposition of networks
  • From banking to families to politics!
  • Impact of creation of multiple networks on new
    institutional forms
  • Coevolution of networks- from Medici Florence to
    Silicon Valley
  • Regions of innovation

18
Human Social Dynamics Emotions, cognition,
learning
Past triumphs
  • Computational models of learning in games
  • Modeling of emotions decision making
  • Homo reciprocans!

19
Human Social Dynamics Emotions, cognition,
learning
Promising directions
  • Emotional basis for cooperation punishment
  • Integration of neural, behavioral evolutionary
    approaches

20
Human Social Dynamics Emotions, cognition,
learning
Promising directions
  • Emotional basis for cooperation punishment
  • Integration of neural, behavioral
    evolutionary approaches
  • Linking human developmental neurobiology with
  • behavioral analysis of social, emotional,
    cognitive processes

21
Human Social Dynamics Emotions, cognition,
learning
Promising directions
  • Emotional basis for cooperation punishment
  • Integration of neural, behavioral evolutionary
    approaches
  • Linking human developmental neurobiology with
  • behavioral analysis of social, emotional,
    cognitive processes
  • -gt a better foundation for both education and
    medical interventions

22
Human Social Dynamics Evolution of networks
exchange
Past triumphs
  • Double auction tournament
  • Artificial stock markets
  • Small world networks

23
Human Social Dynamics Evolution of networks
exchange
Promising directions
  • Network dynamics
  • Role of innovation
  • Emergence of local hierarchies,
  • trading regimes, cohesion
  • Integration with other programs
  • (from food webs to emotions)

24
Human Social Dynamics Sociocultural
evolution
Past triumphs
  • Evolution of prosocial behavior
  • Sugarscape
  • Niche construction
  • Gene-culture coevolution
  • Anasazi, Mesa Verde, Bali

25
Human Social Dynamics Sociocultural
evolution
Promising directions
  • Cycles of sociocultural development
  • (origins of early states models of collapse
    world systems)

26
Human Social Dynamics Sociocultural
evolution
Promising directions
  • Cycles of sociocultural development
  • (origins of early states models of collapse
    world systems)
  • Human life course
  • (synthesis of evol. biol. economics
  • add temporal dimension to wealth transfer)

27
Human Social DynamicsPolitical Violence
Promising directions
  • Robustness of settlements of conflicts
  • Spatio-temporal patterns of political violence
  • Models from epidemiology punctuated
    equilibrium
  • Risk/gain internal models of participants
  • Proximity effects, path dependence, complex
    causation

28
Human Social DynamicsMarket evolution
Finance
Past triumphs
  • Transcending General Equilibrium Theory
  • out-of-equilibrium analytic methods
  • Adaptive agent models of markets
  • Critique of rational actor models
  • Taxonomies of money exchange
  • Zero-intelligence agents

29
Human Social DynamicsMarket evolution
Finance
Promising directions
  • Physics of markets
  • (Statistical mechanics of financial markets)
  • (incremental increases in agent intelligence )
  • (Prediction of market behavior from aggregate
  • order flows)

30
Human Social DynamicsMarket evolution
Finance
Promising directions
  • Physics of markets
  • (Statistical mechanics of financial markets)
  • (incremental increases in agent intelligence )
  • (Prediction of market behavior from aggregate
  • order flows)
  • Evolution of profit-seeking behaviors

31
Human Social DynamicsGene-culture-language-so
ciety coevolution
Promising directions
  • Integrative modeling of language genetics
  • Niche construction
  • Co-evolutionary processes

32
Human Social Dynamics Robustness
Niche constructionNi
40 NPP appropriated by humans (and rising!) -C.
Field, Science 294 (2001)

33
Human Social Dynamics Robustness
Niche constructionNi
40 NPP appropriated by humans (and rising!) -C.
Field, Science 294 (2001)

95 of lowland Borneo tropical forests
doomed -L.Curran, Science, forthcoming
34
Human Social Dynamics Robustness
Niche constructionNi
40 NPP appropriated by humans (and rising!) -C.
Field, Science 294 (2001)

95 of lowland Borneo tropical forests
doomed -L.Curran, Science, forthcoming Most
coral reefs are in critical condition
35
Human Social Dynamics Robustness
Niche constructionNi
40 NPP appropriated by humans (and rising!) -C.
Field, Science 294 (2001)

95 of lowland Borneo tropical forests
doomed -L.Curran, Science, forthcoming Most
coral reefs are in critical condition Dead
zones spreading in coastal marine ecologies
36
Human Social Dynamics Robustness
Niche constructionNi
A new niche for SFI?
40 NPP appropriated by humans (and rising!) -C.
Field, Science 294 (2001)

95 of lowland Borneo tropical forests
doomed -L.Curran, Science, forthcoming Most
coral reefs are in critical condition Dead
zones spreading in coastal marine ecologies
37
Human Social Dynamics Robustness
Niche constructionNi
A niche for SFI?
40 NPP appropriated by humans (and rising!) -C.
Field, Science 294 (2001)
Earth systems modelersE
Oceans Coastal Atmospheric Conservation
biologists, ecologists Resource development
economics

95 of lowland Borneo tropical forests
doomed -L.Curran, Science, forthcoming Most
coral reefs are in critical condition Dead
zones spreading in coastal marine
ecologies Etc.- not much good news!
38
Human Social Dynamics Overviews syntheses
Lots of promising directions
  • Equivalence classes of adaptive agent models
  • Statistical mechanics of agents institutions
  • Language as a bio-semiotic system
  • Scaling laws in social systems
  • Robustness of social natural systems
  • Structure evolution of social preferences
  • Institutional innovation persistence
  • Fundamentals of market systems
  • Behavioral decision rules (emotions, learning)
  • Computational learning models
  • Unification of the behavioral sciences
  • Political Violence

39
Human Social Dynamics Overviews syntheses
Lots of promising directions
  • Equivalence classes of adaptive agent models
  • Statistical mechanics of agents institutions
  • Language as a bio-semiotic system
  • Scaling laws in social systems
  • Robustness of social natural systems
  • Structure evolution of social preferences
  • Institutional innovation persistence
  • Fundamentals of market systems
  • Behavioral decision rules (emotions, learning)
  • Computational learning models
  • Enhanced empirical/theoretical dialogue
  • Political violence

But how should we manage our research portfolio?
Again, whats special about SFI?

40
Human Social Dynamicsat the Santa Fe Institute
  • What makes SFI unique?
  • New Frontiers/share an office

41
Human Social Dynamicsat the Santa Fe Institute
  • What makes SFI unique?
  • New Frontiers/share an office
  • If they can do that, why cant we?!

42
Human Social Dynamicsat the Santa Fe Institute
  • What makes SFI unique?
  • New Frontiers/share an office
  • If they can do that, why cant we?!
  • Question-driven science
  • Cross-disciplinary teams

43
Human Social Dynamicsat the Santa Fe Institute
  • What makes SFI unique?
  • New Frontiers/share an office
  • If they can do that, why cant we?!
  • Question-driven science
  • Cross-disciplinary teams
  • Sharing of tools, methods, paradigms

44
Human Social Dynamics Overviews syntheses
What makes SFI unique?
An example

NSF Biocomplexity mostly a failure
45
Human Social Dynamics Overviews syntheses
What makes SFI unique?
An example

NSF Biocomplexity mostly a failure Its hard to
create deep collaborations crossing natural
social sciences
46
Human Social Dynamics Overviews syntheses
What makes SFI unique?
An example

NSF Biocomplexity mostly a failure Its hard to
create deep collaborations crossing natural
social sciences
-But SFI does this very well!
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