Intelligent Agents: Technology and Applications Game Theory and Multiagent Systems PowerPoint PPT Presentation

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Title: Intelligent Agents: Technology and Applications Game Theory and Multiagent Systems


1
Intelligent Agents Technology and
ApplicationsGame Theory and Multi-agent Systems
  • IST 597B
  • Spring 2003
  • John Yen

2
Strict Dominance
  • A Strategy

Strictly dominates another strategy
if
3
Strict Dominance
  • Repeat
  • Remove all strategies (rows) of player A that are
    strictly dominated by another row.
  • Remove all strategies of player B (columns) that
    are strictly dominated by another column.
  • Until no more rows or columns to remove

4
Problem 1
  • Apply the strict dominance strategy to find the
    equilibrium point of the following game.
  • Can you always find an equilibrium point for a
    zero-sum game using this strategy?
  • Can you always find an equilibrium point for a
    non-zero game using this strategy?

5
Why not?
  • The equilibrium point considers each players
    choices at a particular strategy pairs (without
    considering other choices of the opponent). The
    strict dominance considers all strategies of the
    opponent.
  • The equilibrium point is a balance point
    reached by the two players not necessarily an
    optimal point.

6
An N-player Prisoners Dilemma
  • Farmer
  • Strategy Restricted production
  • Strategy Full production
  • If all adopts , price is higher,
    individually better
  • If all adopts , price is lower, individually
    worse
  • For a particular farmer, full production leads to
    higher profit (since price is assumed to be not
    affected by one player), regardless of the
    strategies of other players.
  • Full production strictly dominates restricted
    production.

7
What will the farmers do?
  • Greedy initially, predict the strategies of other
    farmers, adapt if needed.
  • Cant control the weather
  • Maximize their productions
  • Build houses
  • Merge small farms to improve productivity
  • Switch planting plan
  • Form coalitions to control production and price

8
Problem 2 How will farmers behave in the real
world?
  • They learn from their experience (i.e., the game
    is repeated every year).

Farmers form a coalition.
Government regulates to set constraints on
price/production.
9
(Static) Coalition Formation
  • Given a set of agents A, a value v for each
    subsets of A, Find a coalition structure (i.e.,
    partition of A), such that the overall utility is
    maximized.
  • Distribute the pay off to members of the
    coalition.

10
Pareto-optimal payoff distribution
  • No agent is better off in any other valid payoff
    distribution for the given coalition structure.

11
Stable Coalition Configuration
  • No agent has an incentive to leave its coalition
    due to its assigned payoff.
  • Different characteristics and criterions of
    stability define different solution space for
    cooperative games.

12
Nash Equilibrium
Strategies of player 1


Strategies of player 2

is a Nash Equilibrium if

Neither player has motivation to change
unilaterally from its strategy.
If all players are selfish and non-cooperating
they would eventually adopt strategies that form
a Nash Equilibrium.


13
Prisons Dilemma
Prisoner 1
Temporal Repetion of the Prisoners Dilemma
Repeated trials and receive payoffs after each
trial.
14
Non-zero Game
Jill
Ballet
Boxing
(-1, -1)
(2, 1)
Boxing
Jack
(1, 2)
(-1, -1)
Ballet
Disclosing strategy is beneficial.
what are the equilibrium point?
Multiple equilibrium points with different total
returns?
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