COMP 2711H: Lecture 37

Date: 2024-11-25 17:59:16

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One-Shot Game
  • One-shot game

    • players: making a move making a move all at once

    • example: prisoner's dilemma

      • as prisoners cannot communicate, their action: pseudo simultaneous
      • if both remains silent: 2 yr to each
      • if both confess: 4 yr to each
      • if only one confess: 1 yr to confessor, 5 yr to another
    • πŸ‘¨β€πŸ« consider it as a matrix

      ConfessSilent
      Confess
      Silent
    • assume rational behavior of prisoners:

      • working for his / her own interest
        • not about their old colleague anymore
      • maximizing their benefit, or minimizing their cost in this case
    • for total sum: is ideal

    • however: do case analysis

      • if confess: better confess too, it minimizes the year
      • if remains silent: better confess, again
        • it minimizes the year
      • thus: is better confess
      • ... as the table is symmetric: both gets to confess
        • and gets year each
  • Generalization

    • a one-shot game w/ players consists of:
      • a set for strategies for player
      • a payoff function
    • assumption: players maximize their own profit
      • πŸ‘¨β€πŸ« definition of "rational"!
    • each player : chooses a strategy
      • the outcome:
    • define
      • : replace to , preserving the rest
  • Dominant strategy

    • strategy : dominant if
      • no matter what other people do: doing is always the best
    • but game with dominant strategy: often badly designed
  • Example: pollution game

    • modelling global CO2 emission stuff
    • choice: pollute / not
    • stop polluting: costs 5
    • polluting: every country loses 1
      • e.g. for pollutants: every country loses
        • additional 5 for countries who stopped polluting
    • dominant strategy: to pollute, for everyone
      • thus: every country will have cost of
      • while we could have cost of each otherwise
    • πŸ‘¨β€πŸ« don't pollute :p
      • πŸ‘¨β€πŸŽ“ so should we be irrational..?
  • Counter example: Battle of sexes

    • boy & girl: want to spend evening together

      • boy: wants to watch baseball
      • girl: wants to watch softball
    • "payoff" matrix

      BaseballSoftball
      Baseball
      Softball
    • no dominant strategy exists

      • we must find: equilibrium
      • e.g. if we are in baseball, baseball:
        • no one would want to change: as neighbors provide less benefit
        • same for softball, softball
      • πŸ‘¨β€πŸ« aka Nash equilibrium
  • Nash equilibrium

    • outcome : a Nash equilibrium if:
      • i.e. no one has motivation to change
    • πŸ‘¨β€πŸ« economics / psychology people say: it makes sense if it's repeated
      • but psychology is not science
    • equilibrium: weaker notion of idea
    • πŸ‘¨β€πŸ« is there a game without nash equilibrium?
      • Rock Paper Scissors!
  • Example: rock paper scissors

    RPS
    R
    P
    S
    • no "pure" Nash equilibrium
  • Example: matching pennies

    • guessing the opponent's (dishonest) coin flip (=side choice!)

      HT
      H
      T
    • no "pure" Nash equilibrium

  • Mixed Nash equilibrium

    • a mixed strategy for player :
      • : set of strategies for player
    • behavior of others: can't be predicted
      • thus: redefine rational
      • into maximizing "expected profit"
    • each player : chooses a mixed strategy
      • then outcome: where
    • mixed Nash equilibrium:
      • a Nash equilibrium if:
    • for RPS: uniform random is a mixed Nash equilibrium
      • πŸ‘¨β€πŸ« you can compute the expected value yourself
    • πŸ‘¨β€πŸ«β­β­ Nash's Nobel prize-worth theorem:
      • any -player game in which every is finite has a mixed Nash equilibrium
      • πŸ‘¨β€πŸ« proof: not coverage of 2711H. However, it's around Ch. 20 in the book
        • w/ infinite players or infinite strategies: it doesn't hold
        • sadly, we don't know how to compute the equilibrium in polynomial time
      • πŸ‘¨β€πŸ« just know that this exist!