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"Why We're So Nice: We're Wired to Cooperate"  Natalie Angier New York Times, 23 July 2002 What feels as good as chocolate on the tongue or money in the bank but won't make you  fat or risk a subpoena from the Securities and Exchange Commission? Hard as it may be to believe in these days of infectious greed and sabers unsheathed,  scientists have discovered that the small, brave act of  cooperating with another person ,  of choosing trust over cynicism, generosity over selfishness,  makes the brain light up with quiet joy . Studying  neural activity  in young women who were playing a classic laboratory game called  the  Prisoner's Dilemma , in which participants can select from a number of greedy or cooperative  strategies as they pursue financial gain,researchers found that when the women chose mutualism  over "me-ism," the mental circuitry normally associated with reward-seeking behavior swelled to life. And the longer the women engaged in a cooperative strategy, the more strongly flowed the  blood to the pathways of pleasure. The researchers, performing their work at Emory University in Atlanta, used  magnetic resonance  imaging  to take what might be called portraits of the brain on hugs. "The results were really surprising to us," said Dr. Gregory S. Berns, a psychiatrist and an author  on the new report, which appears in the current issue of the journal Neuron.  "We went in  expecting the opposite." The researchers had thought that the biggest response would occur in cases where one  person cooperated and the other defected, when the cooperator might feel that she was  being treated unjustly.  Also: Paul Glimcher invited talk on “Neuroeconomics” Wed@4
Internet Connectivity [Courtesy CAIDA]
International Trade [Krempel&Pleumper] A mixture of scales; detailed structure
Corporate Partnerships
Political and Governmental Control [Krempel]
Online Social Relationships [Isbell et al.]
Multi-Player Game Theory: Powerpoint Notation Translation ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Given the M_i, how can we  compute/learn  Nash equilibria? General problem is  HARD.
Graphical Models for Game Theory ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],2 4 3 5 8 7 6 1
An Abstract Tree Algorithm ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],U1 U2 U3 W V T(w,v) = 1 <-->    an “upstream” Nash where V = v  given  W = w  <-->     u : T(v,ui) = 1 for all i, and v is a  best response  to  u ,w How to  represent? How to  compute?
An Approximation Algorithm ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],U1 U2 U3 W V
[object Object],[object Object],[object Object],[object Object],[object Object]
Extension to exact algorithm: each table is a finite union of rectangles,  exponential  in depth Can also compute a  single  equilibrium exactly  in  polynomial  time
NashProp for Arbitrary Graphs ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],U1 U2 U3 W V
Convergence of Table-Passing ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
 
 
Graphical Games: Related Work ,[object Object],[object Object],[object Object]
Summarization Games with Bounded Influence ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
summarization value for any mixed strategy summarization value after best responses A Potential Function Argument
summarization value for any mixed strategy summarization value after best responses Learning Equilibria, Linear Summarization
Results ,[object Object],[object Object],[object Object]

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Unveiling the Dynamic Personalities, Key Dates, and Horoscope Insights: Gemin...
Unveiling the Dynamic Personalities, Key Dates, and Horoscope Insights: Gemin...Unveiling the Dynamic Personalities, Key Dates, and Horoscope Insights: Gemin...
Unveiling the Dynamic Personalities, Key Dates, and Horoscope Insights: Gemin...
 

nips-gg

  • 1. &quot;Why We're So Nice: We're Wired to Cooperate&quot; Natalie Angier New York Times, 23 July 2002 What feels as good as chocolate on the tongue or money in the bank but won't make you fat or risk a subpoena from the Securities and Exchange Commission? Hard as it may be to believe in these days of infectious greed and sabers unsheathed, scientists have discovered that the small, brave act of cooperating with another person , of choosing trust over cynicism, generosity over selfishness, makes the brain light up with quiet joy . Studying neural activity in young women who were playing a classic laboratory game called the Prisoner's Dilemma , in which participants can select from a number of greedy or cooperative strategies as they pursue financial gain,researchers found that when the women chose mutualism over &quot;me-ism,&quot; the mental circuitry normally associated with reward-seeking behavior swelled to life. And the longer the women engaged in a cooperative strategy, the more strongly flowed the blood to the pathways of pleasure. The researchers, performing their work at Emory University in Atlanta, used magnetic resonance imaging to take what might be called portraits of the brain on hugs. &quot;The results were really surprising to us,&quot; said Dr. Gregory S. Berns, a psychiatrist and an author on the new report, which appears in the current issue of the journal Neuron. &quot;We went in expecting the opposite.&quot; The researchers had thought that the biggest response would occur in cases where one person cooperated and the other defected, when the cooperator might feel that she was being treated unjustly. Also: Paul Glimcher invited talk on “Neuroeconomics” Wed@4
  • 3. International Trade [Krempel&Pleumper] A mixture of scales; detailed structure
  • 5. Political and Governmental Control [Krempel]
  • 6. Online Social Relationships [Isbell et al.]
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  • 12. Extension to exact algorithm: each table is a finite union of rectangles, exponential in depth Can also compute a single equilibrium exactly in polynomial time
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  • 19. summarization value for any mixed strategy summarization value after best responses A Potential Function Argument
  • 20. summarization value for any mixed strategy summarization value after best responses Learning Equilibria, Linear Summarization
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