COMP 2711H: Lecture 37
Date: 2024-11-25 17:59:16
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One-Shot Game
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One-shot game
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players: making a move making a move all at once
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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
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π¨βπ« consider it as a matrix
Confess Silent 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
- working for his / her own interest
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for total sum: is ideal
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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
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Generalization
- a one-shot game w/ players consists of:
- a set for strategies for player
- a payoff function
- assumption: players maximize their own profit
- π¨βπ« definition of "rational"!
- each player : chooses a strategy
- the outcome:
- define
- : replace to , preserving the rest
- a one-shot game w/ players consists of:
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Dominant strategy
- strategy : dominant if
- no matter what other people do: doing is always the best
- but game with dominant strategy: often badly designed
- strategy : dominant if
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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
- e.g. for pollutants: every country loses
- dominant strategy: to pollute, for everyone
- thus: every country will have cost of
- while we could have cost of each otherwise
- π¨βπ« don't pollute :p
- π¨βπ so should we be irrational..?
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Counter example: Battle of sexes
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boy & girl: want to spend evening together
- boy: wants to watch baseball
- girl: wants to watch softball
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"payoff" matrix
Baseball Softball 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
- π¨βπ« aka Nash equilibrium
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Nash equilibrium
- outcome : a Nash equilibrium if:
- i.e. no one has motivation to change
- π¨βπ« economics / psychology people say: it makes sense if it's repeated
but psychology is not science
- equilibrium: weaker notion of idea
- π¨βπ« is there a game without nash equilibrium?
- Rock Paper Scissors!
- outcome : a Nash equilibrium if:
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Example: rock paper scissors
R P S R P S - no "pure" Nash equilibrium
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Example: matching pennies
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guessing the opponent's (dishonest) coin flip (=side choice!)
H T H T -
no "pure" Nash equilibrium
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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
- π¨βπ« you can compute the expected value yourself
- π¨βπ«ββ Nash's Nobel prize-worth theorem:
- any -player game in which every is finite has a mixed Nash equilibrium
- π¨βπ« 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
- π¨βπ« just know that this exist!
- a mixed strategy for player :