- Game theory is a way of strategic interactions between self-interested people. It relates to how self-interested participants would behave in strategic interactions.
- A game in general is any interaction between two or more people where the outcomes depend on what every body does or what every body has.
Source: Coursera, Game theory course.
The questions to ask:
The questions to ask:
- What action should a player of the game take?
- Would all users behave the same in this scenario?
- What global behavior patterns should a system designer expect?
- For what changes to the numbers would behavior be the same?
- What effect would communication have?
- Repetitions? (Finite? Infinite?)
- Does it matter if I believe that my opponent is rational?
What does it mean to say that the agent is self-interested?
- It does not mean that they want to harm others or only care about themselves.
- only that the agent has his own description of states of the world that it likes, and acts based on this description.
Each agent has a utility function.
- quantifies degrees of preference across alternatives
- explains the impacts of uncertainty
- Decision-theoretic rationality: act to maximize expected utility. There is a basic theorem (von Neumann and Morgenstern, 1944) that derives the existence of a utility function from a more basic preference ordering and axioms of such offerings.
Defining a game: Key Ingredients
- Players: who are decision makers?
- people? governments? companies?
- Actions: Enter a bid in auction? Decide whether to end a strike? Decide when to sell a stock? Decide who to vote?
- Payoffs?
- What motivates players? Do they care about some profits? Do they care about other players?
Defining Games: Two Standard Representations
- Normal form (a.k.a. Matrix Form, Strategic Form) List what payoffs get as a function of their actions
- It is as if players moved simultaeneously
- But strategies encode many things
Prisoner's dilemma in any game:
- a,a: both cooperate and both get highest possible reward.
- d,d: both defect and both get least possible reward.
- b,c: one cooperates and the other defects --> the defector gets the most benefit and the cooperator gets the least benefit.
- c,b: symmetric to the above. One cooperates and the other defects. The defector gets the most benefits, and the cooperator gets the least benefit as in c > a > d > b.
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