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Information, Control and Games

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... to a tunnel and earn 70. And if 2 cheats and builds a tunnel, I will earn 5 or ... announce their strategies simultaneously and the game is played once. ... – PowerPoint PPT presentation

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Title: Information, Control and Games


1
Information, Control and Games
  • Shi-Chung Chang
  • EE-II 245, Tel 2363-5251 ext. 245
  • scchang_at_cc.ee.ntu.edu.tw, http//recipe.ee.ntu.edu
    .tw/scc.htm
  • Office Hours Mon/Wed 100-200 pm or by
    appointment
  • Yi-Nung Yang
  • (03 ) 2655201 ext. 5205, yinung_at_cycu.edu.tw

2
Normal Form (one-shot) games. Solution concepts
the Nash Equilibrium.
  • Lecture 2

3
What is a game?
  • A finite set N of players
  • N 1, 2, . , i , n
  • A set of strategies Si for each player
  • Strategies (actions ) set
  • Si si si is a strategy available to
    player i Si may be finite or infinite.
  • A payoff function ?i for each player.
  • ?i assigns a payoff to player i depending on
    which strategies the players have chosen.

4
Example 1
  • Working on a joint project
  • ????? term project
  • Both work hard
  • One works hard but the other goofs off
  • Both goof off

5
Example 1 (cont.)
  • Working on a joint project
  • A finite set N of players
  • N 1, 2
  • A set of strategies Si for each player
  • Strategies (actions ) set
  • Si work hard, goof off
  • A payoff function ?i for each player.
  • ?1(W, W) 2 ?2(W,W)
  • ?1(W, G) 0 ?2(G,W)
  • ?1(G, W) 3 ?2(W,G)
  • ?1(G, G) 1 ?2(G,G)

6
Example 1 (cont.)
  • Normal Form

7
Example 2
  • Duopoly
  • ??? ?? vs ??

8
Example 3
  • Coordination gameBattle of the Sexes (BoS)
  • ????, ?????

9
Solution to The famous Prisoners Dilemma
  • Prisoners Dilemmaan engineers version
  • Suppose each of two engineers wants to build a
    bridge or a tunnel across the Amazon from city A
    to city B.
  • It costs 20 million to build a bridge and 50
    million to build a tunnel.
  • Revenue
  • If both build a bridge/tunnel, each can sell her
    bridge/tunnel for 80 million.
  • if one builds a bridge and one builds a tunnel,
    the bridge will sell for 25 million and the
    tunnel will sell for 120 million
  • Why? Due to high winds and heavy rains in the
    area, most people when given a choice will choose
    to drive through a tunnel.

10
N 1, 2 S1 bridge, tunnel S2 ?I (brid
ge, bridge) 80-2060 ?2 (bridge, bridge)
?I (tunnel, tunnel) 80-5030 ?2 (tunnel, tunn
el) ?I (bridge, tunnel) 25-205 ?2 (tunnel,
bridge) ?I (tunnel, bridge) 120-5070 ?2 (br
idge, tunnel)x Bimatrix Form
10
11
Solution Concepts
  • What is a solution to a game?
  • We want a solution to predict what strategies
    players will choose.
  • Note solutions can also be prescriptivethey
    can tell us what strategies players should play.

  • We will concentrate for now on the predictive
    performance of a solution.
  • We can test a solutions predictive ability
    experimentally, by having subjects (often
    students) play games in a laboratory or
    empirically, by seeing how firms behave in a
    market, or how politicians behave in an election.

12
The Premier solution concept The Nash
Equilibrium
  • We will use the PD game to introduce the
    concept.
  • Why is this the premier concept in game theory?

  • Because it has performed relatively well in
    experimental tests and empirical tests and is
    widely applicable. (See Osbornes discussion
    p.25).

13
  • Lets look back at our bimatrix form of
    Prisoners Dilemma.
  • Our two engineers see the 60, 60 payoff and would
    like to agree to build bridges.
  • However, even if they meet to talk things over
    and agree--- Engineer 1 will Reason as follows
    If 2 builds a bridge I can earn 60 or defect to a
    tunnel and earn 70. And if 2 cheats and builds a
    tunnel, I will earn 5 or defect and earn 30.
  • So no matter what 2 does I do better building a
    tunnel!!!
  • Therefore I build a tunnel
  • Player I reasons similarly and builds a tunnel.
    Each earns 30.

14
We have two solution concepts so far
  • Players agree to jointly optimize (bridge,
    bridge)this is also called a Pareto optimal
    outcome
  • Dominant strategy equilibrium (tunnel, tunnel)
  • Why would we predict that the dominant strategy
    will be played and not the joint optimal
    solution?
  • The logic to playing the dominant strategy
    equilibrium is overwhelming. I earn more with
    tunnel no matter what my opponent does.
  • Moreover, dominant strategy equilibrium tests
    well in experiments in the lab even in Prisoners
    Dilemma (see Osbornes discussion).
  • All sorts of examples too. OPEC, anti-trust cases
    (firms found to have cheated on price agreements,
    avoidance of PD etc)..

15
Pareto Optimal Outcome?
  • When will the players play the joint optimal
    solution?
  • When it is possible for players to form legal
    binding commitments. For example, write a legal
    contract.
  • Conclusion
  • On the day of the press conference the two
    engineers announce what each will build.
  • They may have agreed before hand to build
    bridges.
  • But they will both announce TUNNEL
  • Unless they were able to write an enforceable
    contract.
  • Not so easy to do in most situations and often
    illegal.
  • Firms have to make their way around Prisoners
    Dilemma!

16
  • Comments
  • 1. We are discussing noncooperative game theory
    where no binding contracts are
  • allowed.
  • We are discussing one-shot simultaneous play
    games where both players must
  • announce their strategies simultaneously
    and the game is played once.
  • We have seen an example of a dominant strategy
    equilibrium. Heres the
  • definition for a two player game.
  • A dominant strategy equilibrium is a strategy
    pair (s1, s2) such that s1 ? S1,
  • s2 ? S2 ,
  • ?I (s1, s2) ?I (s1, s2) for all s1 ? S1, s2 ?
    S2 ,and s1 not equal to s1
  • ?2 (s1, s2) ?2(s1, s2) for all s1 ? S1, s2 ?
    S2 ,and s2 not equal to s2.
  • Most games dont have dominant strategy
    equilibrium. Thats why Nash

17
Definition
  • A Nash equilibrium is an strategy profile s with
    the property that no player i can do better by
    choosing and action different from si, given
    that every other player j adheres to sjs
    si, sj

18
Now lets define a Nash equilibrium.
We will look at a game that has a Nash equilibri
um, but no dominant strategy Equilibrium. Her
e are four equivalent definitions of a Nash
equilibrium. First two give us a feeling for wh
at a Nash equilibrium is. The second two are us
eful for funding the Nash equilibrium or
equilibria for a specific game.
19
Given a game G (N 1,2 S1, S2 ?I, ?2),
the strategy pair (s1, s2) is a Nash equilibri
um for G if 1.Neither player has an incentive t
o unilaterally defect to another strategy.
2. s1 is a best response to s2 and s2 is a
best response to s1. 3. ?1 (s1, s2) ?
?1 (s1, s2) for all s1 ? S1.
and ?2 (s1, s2) ? ?2 (s1, s2) for all s2
? S2. 4. ?I (s1, s2) is a column maxim
um and ?2 (s1, s2) is a row maximum.
20
Uniqueness of Nash equil.
  • If a Nash equil. exist, is it unique?
  • Example Battle of the sexes
  • It is a Saturday night, Geroge loves to watch
    football, but Marry enjoys opera....
  • They also like each others company...
  • Find the Nsah equil.?

21
Existence of Nash equilibrium
  • Same as before with a slight modification
  • George wants to meet Marry. However, Marry wants
    to avoid George
  • The only activities are a movie and a dance
  • Marry prefers to be alone, but if she must be
    with George, she prefers the movie, since she
    wont have to talk to George.
  • George prefers to be with Marry, and if he
    succeeds, he prefers the dance, where he can talk
    to her.
  • Find Nash eq.

22
Exercise A Sealed Bid Auction. Suppose two
bidders bid for an item they know they can sell
for 20. The rules of the auction require a b
id of 16, 10, or 4. If both bidders submit
the same bid, they share the item.
Put the game in normal form.
23
2
H M
L
2,2 4,0 4,0
H
0,4 5,5
10, 0
1
M
0,4 0, 10
8,8
L
24
  • 1. Is there a dominant strategy equilibrium?
  • What is player 1s best response to H?
  • What is player 1s best response to M?
  • What is player 1s best response to L?
  • So no one strategy of player 1 is a best response
    to all strategies of player 2.
  • Find all Nash equilibria.
  • Is (H,H) a Nash equilibrium?
  • Is (H,M) a Nash equilibrium?
  • etc.
  • Note a Nash equilibrium is a strategy profile and
    should not be given in terms of
  • payoffs. ?? Nash equil. ??????, ?????

25
Strict and nonstrict equilibria
26
Dominant Strategy
  • For player 1
  • T is dominated by M
  • T is dominated by M
  • M is dominated by B

27
Cournot Game
  • Cournots duopoly game
  • Two firms produce identical products and competes
    in a market
  • Market demand P(Q) P(q1 q2), P' (Q)
  • Each firms profit Revenue - Cost ?i (qi, q-i)
    P(qi q-i) qi - Ci(qi)
  • Optimization maximizing profitsFOC ??i(qi,
    q-i)/?qi P'(qi q-i) qi P - C'i ? 0, for i1,
    2
  • Best response function (reaction curve)qi
    qi(q-i)
  • Solve q1, q2 simultaneously to yield Nash solution

28
Cournot Game an example
  • Market DemandPP(Q) ? - Q, Q q1 q2
  • Common Constant Marginal CostCi c qi , for i
    1,2
  • Profits ?i (qi, q-i) (? - qi- q-i)qi - cqi
  • FOCResponse function??i (qi, q-i)/?qi -qi(?
    -qi- q-i -c) ? 0

29
Profit Function in Cournot Game
  • Profit function?1q1(? -q1- q2 -c)given any
    q2when q2 0 ?1 q1(? -q1-c) q1 0,
    ?-cwhen q2 0Profit curve shifts downward
    ?1 q1(? -q1 - q2 -c)

30
Best Response f() and Nash
  • Firm is optimal choice of qi given others q-i

  • For firm 1, FOC becomes(-1)q1(? -q1- q2 -c) ?
    0q1 (1/2) (? -q2 -c)
  • For firm 2, FOC becomes -q2(? -q1- q2 -c) ?
    0q2 (1/2) (? -q1 -c)
  • Cournot-Nash equilibriumqi (1/3) (? -c), for
    i 1, 2

31
Reaction Curves and Nash
32
Nash Equil. In Cournot Game
33
A Collusive Duopoly Outcome
  • Two firms collude as a monopoly
  • They maximize joint profits and share the output
  • Market DemandPP(Q) ? - Q,
  • Joint Profits max ? P(Q)Q - cQ (? - Q)Q -
    cQ
  • FOC (? - Q) -Q - c 0 Qm q1q2(?-c) /2?
    Each firms collusive output qim (?-c) /4

  • OPEC collusion

34
A Collusive Duopoly Outcome is not a Nash
equilibrium?
35
Bertrands Competition
  • Price (cost) competition
  • Firms set prices to maximize profits
  • Consumers purchase with the lowest price
  • A Firm takes ALL with the lowest price. Firms
    share the market equally if prices are the same
  • The Game
  • Player the firms (with cost function Ci(qi)
  • Strategies each firms possible (non-negative)
    prices
  • Payoffs for firm i (market demand D ? -
    p)piD(pi) / m - Ci(D(pi)/m)if there are m firms
    with the same lowest price,where m 1 if firm
    is profits is lower than the others

36
Profit function in Bertrand Game
  • Bertrands duopoly game
  • Two firms compete in the market

37
Profits in Duopoly Bertrand
  • when pj profit 0 if pipj
  • Best responseBi(pj)pi pipj
  • when pj c, similar to the aboveprofit 0 if
    pi?pj

38
Profits in Duopoly Bertrand (2)
  • when c piprofit 0 if pipj
  • Best response seems to beempty set

39
Profits in Duopoly Bertrand (3)
  • when pj pm, firm is best responseBi(pj)pi
    pipm

40
Best Response f() in Bertrand
41
Best Response Plot in Bertrand
  • Nash equilibrium (p1, p2) (c, c)

42
Reasoning in Bertrand
  • No one should set pi feasible strategy set is pi ? c, for i1,2
  • If firm i choose pi lower pj to take All market.
  • But firm i also does the same thing. So the price
    continued to be lower (price war) until pi c.
  • Zero-profit Nash outcome
  • zero profit normal profit
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