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Game Theory Eduardo Costa. Contents What is game theory? Representation of games Types of games...
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Transcript of Game Theory Eduardo Costa. Contents What is game theory? Representation of games Types of games...
Game Theory
Eduardo Costa
Contents
• What is game theory?• Representation of games• Types of games• Applications of game theory• Interesting Examples
What is game theory?
• Game theory is the study of strategies for decision making.
• Formally: “the study of mathematical models of conflict and cooperation between intelligent rational decision-makers” (Roger B. Myerson, 1991)
Representation of games
• Extensive Form.• Game is represented
by a series of moves on a tree.
• Each node is a choice by a player. Lines out of a node is a possible action. Payoffs are specified at the bottom.
Representation of games (2)
• Normal-form game• Game represented by a matrix, with
every possible combination of actions.
• For this representation, players act simultaneously or without knowing the other player actions.
Representation of games (3)
• Characteristic function form.• Used for cooperative games.• A characteristic function is seen as
(N,v)– With N being the number of agents;– With v: 2N R
• It defines the payoff for a certain coalition of players.
Type of games
• There are many type of games, depending on what real-life situation they are trying to mimmic.
• Games can be cooperative or non-cooperative.
• In asymmetric games, the payoff is not the same for all players.
Type of games(2)
• In zero-sum games, the payoff in every combination of strategies always adds to 0.
• Poker, Go or Chess are real examples of zero-sum games.
• In non-zero-sum games, a gain by one player does not imply a loss by another.
Types of games(3)
• In a perfect information game, all players know the moves previously made by others. Only applies to sequential games.
• A game can also have incomplete information. Complete information requires a player to know all strategies and payoffs available to the other players.
Applications of game theory
• Game theory was initially developed in the studies of economics, to understand behaviors of firms, markets and consumers.
• Now used in many other fields as political science, sociological and psychological behaviors.
Applications of game theory – description and modelling• Game theory can be used to describe
and model how human populations behave.
• But humans do not always play in a way to maximize their wins.
• Example: guess 2/3 of average game– Each person tries to guess what 2/3 of
the average of their guesses will be (between 0 and 100).
– Everyone guess 0 is the perfect strategy.
Applications of game theory – Prescriptive analysis• Game theory may not be used as a
prediction of human behavior, but it can be used a suggestion of what actions should people take.
• Playing a strategy that is part of Nash Equilibrium – best response to actions of other players – should be the best strategy.
Applications of game theory – Prescriptive analysis (2)• But other players may not take the
best possible actions, and in these cases the player should also play non-equilibrium strategy.
• Example: Prisioner’s dilemma
Applications of game theory – economics and business• Game theory is an important method
in mathematical economics and business.
• Useful to model behavior of competing or cooperative agents.
• A wide list of economic situation can be model by game theory:– Auctions, bargaining, oligopolies, voting
systems, industrial organization and political economy.
Applications of game theory – economics and business (2)• Example: oligopoly – market
dominated by small number of sellers.
• Bertrand competition:– Firm A and B sell the same
product;– Customers always buy the
cheaper product;• Nash equilibrium is when
price of product for both firms equals the cost of producing it (no profit).
Applications of game theory – economics and business (3)• Second example: auction.• For 2 bidders:
– v – value of the item– other bidder uses strategy β(v2) = av2– if you bid b:
(v − b)prob(you win) = (v − b)prob(b > av2)= (v − b)prob(v2 < b/a)= (v − b) b/a
• Maximizing: b = v / 2
Applications of game theory – biology• In biology application, the focus is less
on equilibrium strategies but on ones maintained by evolutionary forces.
• Usually Evolutionary Game Theory (EGT) is used instead of classic game theory.
Applications of game theory – biology (2)• Example: game of chicken or hawk-
dove game.• Used to analyze fighting behavior and
territoriality.• First presented by John Maynard Smith
and George Price in a 1973 Nature paper.
Applications of game theory – philosophy• Game theory has several uses in
philosophy, specially in questions of morality and self-interest.
• In the prisoner’s dilemma game, the rational decision would be to betray the other. In real life, there is a bias towards stay silent.
Game Theory – Examples(Volunteer’s dilemma)• N players have to decide to make a
small sacrifice for all to benefit, or wait for another one to do it.
• Scenario example: electricity goes out in a neighborhood. At least one person has to contact the electricity company for the problem to get fixed.
Game Theory – Examples(Pirate game)• 5 pirates – A, B, C, D, E. • 100 gold coins• The first pirate – by alphabetical order
– proposes a distribution.• All pirates vote.• If distribution is not accepted, the
proposer is thrown into the sea and another round happens – with 1 less pirate.
Game Theory – Examples(Pirate game) (2)
• What is your choice as pirate A? Give many coins to the others so you at least survive?
• Actually, pirate A may take 98 coins in his first proposal and it will be the best for pirate C and E.
Game Theory – Examples(Pirate game) (3)
• Imagine when there is only D and E left. D will give himself 100 coins (tie in voting is acceptance).
• If C, D and E are left:– E knows that in next round he will get
nothing, so he will accept only 1 coin.– C may offer 99 coins for himself.
Game Theory – Examples(Pirate game) (4)• If B, C, D and E are left:
– D knows he will get nothing in the next round, so he may accept only 1 coin.
– B may offer 99 coins for himself.• So in the first round, if the pirates
think of all this:– C and E know that they will get nothing in
the next round, so they may accept only 1 coin.
– A may offer himself 98 coins.
Game Theory
Thank You For Your Attention
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