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== Oakley Occhiali Luongo è 1 5 2 con 4 ==
{{more footnotes|date=December 2012}}
{{Infobox equilibrium
| name=Nash Equilibrium
| subsetof= [[Rationalizability]], [[Epsilon-equilibrium]], [[Correlated equilibrium]]
| supersetof = [[Evolutionarily stable strategy]], [[Subgame perfect equilibrium]], [[Perfect Bayesian equilibrium]], [[Trembling hand perfect equilibrium]], [[Nash_equilibrium#Stability|Stable Nash equilibrium]], [[Strong Nash equilibrium]]
| discoverer=[[John Forbes Nash, Jr.|John Forbes Nash]]
| usedfor=All [[non-cooperative game]]s
| example=[[Rock paper scissors]]}}
In [[game theory]], the '''Nash equilibrium''' is a [[solution concept]] of a [[non-cooperative game]] involving two or more players, in which each player is assumed to know the [[equilibrium strategy|equilibrium strategies]] of the other players, and no player has anything to gain by changing only their own strategy.<ref name=Osborne>Osborne, Martin J., and [[Ariel Rubinstein]]. ''A Course in Game Theory''. Cambridge, MA: MIT, 1994. Print.</ref>{{rp|14}} If each player has chosen a strategy and no player can benefit by changing strategies while the other players keep theirs unchanged, then the current set of strategy choices and the corresponding payoffs constitute a Nash equilibrium.


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Stated simply, Amy and Wili are in Nash equilibrium if Amy is making the best decision she can, taking into account Wili's decision, and Wili is making the best decision he can, taking into account Amy's decision. Likewise, a group of players are in Nash equilibrium if each one is making the best decision that he or she can, taking into account the decisions of the others.
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== Scarpe Timberland  Forse ==
==Applications==
Game theorists use the Nash equilibrium concept to analyze the outcome of the [[strategy|strategic interaction]] of several [[decision making|decision makers]]. In other words, it provides a way of predicting what will happen if several people or several institutions are making decisions at the same time, and if the outcome depends on the decisions of the others. The simple insight underlying John Nash's idea is that one cannot predict the result of the choices of multiple decision makers if one analyzes those decisions in isolation. Instead, one must ask what each player would do, ''taking into account'' the decision-making of the others.


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Nash equilibrium has been used to analyze hostile situations like [[war]] and [[arms race]]s<ref>Schelling, Thomas, ''[http://books.google.es/books?id=7RkL4Z8Yg5AC&dq=thomas+schelling+strategy+of+conflict&printsec=frontcover&source=bn&hl=en&ei=xuSjSbK-I4-O_gai_ticBQ&sa=X&oi=book_result&resnum=4&ct=result#PPP13,M1 The Strategy of Conflict]'', copyright 1960, 1980, Harvard University Press, ISBN 0-674-84031-3.</ref> (see [[prisoner's dilemma]]), and also how conflict may be mitigated by repeated interaction (see [[tit-for-tat]]). It has also been used to study to what extent people with different preferences can cooperate (see [[Battle of the sexes (game theory)|battle of the sexes]]), and whether they will take risks to achieve a cooperative outcome (see [[stag hunt]]). It has been used to study the adoption of [[technical standard]]s{{citation needed|date=June 2012}}, and also the occurrence of [[bank run]]s and [[Currency crisis|currency crises]] (see [[coordination game]]). Other applications include traffic flow (see [[Wardrop's principle]]), how to organize auctions (see [[auction theory]]), the outcome of efforts exerted by multiple parties in the education process,<ref>
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G. De Fraja, T. Oliveira, L. Zanchi (2010), '[http://www.mitpressjournals.org/doi/pdf/10.1162/REST_a_00013 Must Try Harder: Evaluating the Role of Effort in Educational Attainment]'. "The Review of Economis and Statistics" 92:3. pp. 577-597</ref> regulatory legislation such as environmental regulations (see [[tragedy of the Commons]]),<ref>[http://onlinelibrary.wiley.com/doi/10.1111/j.1467-9248.1996.tb00338.x/abstract;jsessionid=64F96FE06569C8B5B78E9047FFFF28AE.d03t04 Game Theory and the Politics of Global Warming: the State of Play and Beyond] Hugh Ward, Political Studies, Volume 44, Issue 5, pages 850–871, December 1996</ref> and even penalty kicks in [[soccer]] (see [[matching pennies]]).<ref>P. Chiappori, S. Levitt, and T. Groseclose (2002), '[http://pricetheory.uchicago.edu/levitt/Papers/ChiapporiGrosecloseLevitt2002.pdf Testing Mixed-Strategy Equilibria When Players Are Heterogeneous: The Case of Penalty Kicks in Soccer]'. ''American Economic Review'' 92, pp. 1138-51.</ref>
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== Scarpe Jordan  lui preferisce rimanere male. Quindi ==
==History==
The Nash equilibrium was named after [[John Forbes Nash, Jr.|John Forbes Nash, Jr]]. A version of the Nash equilibrium concept was first known to be used in 1838 by [[Antoine Augustin Cournot]] in his theory of [[oligopoly]].<ref>Cournot A. (1838) Researches on the Mathematical Principles of the Theory of Wealth</ref> In Cournot's theory firms choose how much output to produce to maximize their own profit. However, the best output for one firm depends on the outputs of others. A [[Cournot equilibrium]] occurs when each firm's output maximizes its profits given the output of the other firms, which is a [[pure strategy]] Nash Equilibrium. Cournot also introduced the concept of [[best response]] dynamics in his analysis of the stability of equilibrium.


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The modern game-theoretic concept of Nash Equilibrium is instead defined in terms of [[mixed strategy|mixed strategies]], where players choose a probability distribution over possible actions. The concept of the mixed strategy Nash Equilibrium was introduced by [[John von Neumann]] and [[Oskar Morgenstern]] in their 1944 book ''The Theory of Games and Economic Behavior''. However, their analysis was restricted to the special case of [[zero-sum]] games. They showed that a mixed-strategy Nash Equilibrium will exist for any zero-sum game with a finite set of actions. <ref>J. Von Neumann, O. Morgenstern, ''[https://archive.org/stream/theoryofgamesand030098mbp#page/n5/mode/2up Theory of Games and Economic Behavior]'', copyright 1944, 1953, Princeton University Press</ref> The contribution of [[John Forbes Nash, Jr.]] in his 1951 article ''Non-Cooperative Games'' was to define a mixed strategy Nash Equilibrium for any game with a finite set of actions and prove that at least one (mixed strategy) Nash Equilibrium must exist in such a game.
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== Montblanc Meisterstuck  è tenuto tra le due cabine ==
Since the development of the Nash equilibrium concept, game theorists have discovered that it makes misleading predictions (or fails to make a unique prediction) in certain circumstances. Therefore they have proposed many related [[solution concept]]s (also called 'refinements' of Nash equilibrium) designed to overcome perceived flaws in the Nash concept. One particularly important issue is that some Nash equilibria may be based on threats that are not '[[credibility|credible]]'. Therefore, in 1965 [[Reinhard Selten]] proposed [[subgame perfect equilibrium]] as a refinement that eliminates equilibria which depend on [[non-credible threats]]. Other extensions of the Nash equilibrium concept have addressed what happens if a game is [[Repeated game|repeated]], or what happens if a game is played in the [[Global game|absence of perfect information]]. However, subsequent refinements and extensions of the Nash equilibrium concept share the main insight on which Nash's concept rests: all equilibrium concepts analyze what choices will be made when each player takes into account the decision-making of others.


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==Definitions==
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  <ul>
===Informal definition===
 
Informally, a set of strategies is a Nash equilibrium if no player can do better by unilaterally changing his or her strategy. To see what this means, imagine that each player is told the strategies of the others. Suppose then that each player asks himself or herself: "Knowing the strategies of the other players, and treating the strategies of the other players as set in stone, can I benefit by changing my strategy?"
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If any player would answer "Yes", then that set of strategies is not a Nash equilibrium. But if every player prefers not to switch (or is indifferent between switching and not) then the set of strategies is a Nash equilibrium. Thus, each strategy in a Nash equilibrium is a [[best response]] to all other strategies in that equilibrium.<ref name="preliminaries">
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{{cite web
    
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| first = Luis
 
| title = Preliminaries of Game Theory
  <li>[http://yaoxm.net/forum.php?mod=viewthread&tid=1233827 http://yaoxm.net/forum.php?mod=viewthread&tid=1233827]</li>
| url=http://www.scienceoftheweb.org/15-396/lectures_f11/lecture09.pdf
 
| accessdate = 2008-11-07
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The Nash equilibrium may sometimes appear non-rational in a third-person perspective. This is because it may happen that a Nash equilibrium is not [[Pareto efficiency|Pareto optimal]].
 
The Nash equilibrium may also have non-rational consequences in sequential games because players may "threaten" each other with non-rational moves. For such games the [[subgame perfect Nash equilibrium]] may be more meaningful as a tool of analysis.
 
=== Formal definition ===
Let <math>(S, f)</math> be a game with <math>n</math> players, where <math>S_i</math> is the strategy set for player <math>i</math>, <math>S=S_1 \times S_2 \times \dotsb \times S_n</math> is the set of [[Strategy (game theory)|strategy profiles]] and <math>f=(f_1(x), \dotsc, f_n(x))</math> is the payoff function for <math>x \in S</math>. Let <math>x_i</math> be a strategy profile of player <math>i</math> and <math>x_{-i}</math> be a strategy profile of all players except for player <math>i</math>. When each player <math>i \in \{1, \dotsc, n\}</math> chooses strategy <math>x_i</math> resulting in strategy profile <math>x = (x_1, \dotsc, x_n)</math> then player <math>i</math> obtains payoff <math>f_i(x)</math>. Note that the payoff depends on the strategy profile chosen, i.e., on the strategy chosen by player <math>i</math> as well as the strategies chosen by all the other players. A strategy profile <math>x^* \in S</math> is a Nash equilibrium (NE) if no unilateral deviation in strategy by any single player is profitable for that player, that is
 
:<math>\forall i,x_i\in S_i :  f_i(x^*_{i}, x^*_{-i}) \geq f_i(x_{i},x^*_{-i}).</math>
 
When the inequality above holds strictly (with &gt; instead of &ge;) for all players and all feasible alternative strategies, then the equilibrium is classified as a ''strict Nash equilibrium''. If instead, for some player, there is exact equality between <math>x^*_i</math> and some other strategy in the set <math>S</math>, then the equilibrium is classified as a ''weak Nash equilibrium''.
 
A game can have either a [[Pure strategy|pure-strategy]] or a [[Mixed strategy|mixed]] Nash Equilibrium. (In the latter a pure strategy is chosen [[stochastic]]ally with a fixed [[probability]]).
 
===Nash's Existence Theorem===
Nash proved that if we allow [[strategy (game theory)#Pure and mixed strategies|mixed strategies]], then every game with a finite number of players in which each player can choose from finitely many pure strategies has at least one Nash equilibrium.
 
== Examples ==
 
=== Coordination game ===
{{Main|Coordination game}}
 
{| align=right border="1" cellpadding="4" cellspacing="0" style="margin: 1em 1em 1em 1em; background: #f9f9f9; border: 1px #aaa solid; border-collapse: collapse; font-size: 95%;"
|+ align=bottom |''A sample coordination game showing relative payoff for player 1 / player 2 with each combination
|
!style="width: 90px"|Player 2 adopts strategy A
!style="width: 90px"|Player 2 adopts strategy B
|-
!style="width: 90px"|Player 1 adopts strategy A
|align=center|''4'' / ''4''
|align=center|''1'' / ''3''
|-
!Player 1 adopts strategy B
|align=center|''3'' / ''1''
|align=center|''2'' / ''2''
|-
|}
 
The ''coordination game'' is a classic ([[symmetric game|symmetric]]) two player, two [[strategy (game theory)|strategy]] game, with an example [[payoff matrix]] shown to the right. The players should thus coordinate, both adopting strategy A, to receive the highest payoff; i.e., 4. If both players chose strategy B though, there is still a Nash equilibrium. Although each player is awarded less than optimal payoff, neither player has incentive to change strategy due to a reduction in the immediate payoff (from 2 to 1).
 
A famous example of this type of game was called the [[stag hunt]]; in the game two players may choose to hunt a stag or a rabbit, the former providing more meat (4 utility units) than the latter (1 utility unit). The caveat is that the stag must be cooperatively hunted, so if one player attempts to hunt the stag, while the other hunts the rabbit, he will fail in hunting (0 utility units), whereas if they both hunt it they will split the payload (2, 2). The game hence exhibits two equilibria at (stag, stag) and (rabbit, rabbit) and hence the players' optimal strategy depend on their expectation on what the other player may do. If one hunter trusts that the other will hunt the stag, he should hunt the stag; however if he suspects that the other will hunt the rabbit, he should hunt the rabbit. This game was used as an analogy for social cooperation, since much of the benefit that people gain in society depends upon people cooperating and implicitly trusting one another to act in a manner corresponding with cooperation.
 
Another example of a coordination game is the setting where two technologies are available to two firms with compatible products, and they have to elect a strategy to become the market standard. If both firms agree on the chosen technology, high sales are expected for both firms. If the firms do not agree on the standard technology, few sales result. Both strategies are Nash equilibria of the game.
 
Driving on a road against an oncoming car, and having to choose either to swerve on the left or to swerve on the right of the road, is also a coordination game. For example, with payoffs 10 meaning no crash and 0 meaning a crash, the coordination game can be defined with the following payoff matrix:
 
{| align=left border="1" cellpadding="4" cellspacing="0" style="margin: 1em 1em 1em 1em; background: #f9f9f9; border: 1px #aaa solid; border-collapse: collapse; font-size: 95%"
|+ align=bottom |''The driving game''
|
!Drive on the Left
!Drive on the Right
|-
!Drive on the Left
|align=center|10, 10
|align=center|0, 0
|-
!Drive on the Right
|align=center|0, 0
|align=center|10, 10
|-
|}
 
In this case there are two pure strategy Nash equilibria, when both choose to either drive on the left or on the right. If we admit [[mixed strategy|mixed strategies]] (where a pure strategy is chosen at random, subject to some fixed probability), then there are three Nash equilibria for the same case: two we have seen from the pure-strategy form, where the probabilities are (0%,100%) for player one, (0%, 100%) for player two; and (100%, 0%) for player one, (100%, 0%) for player two respectively. We add another where the probabilities for each player is (50%, 50%).
 
{{Clear left}}
 
=== Prisoner's dilemma ===
{{Main|Prisoner's dilemma}}
{| align=right border="1" cellpadding="4" cellspacing="0" style="margin: 1em 1em 1em 1em; background: #f9f9f9; border: 1px #aaa solid; border-collapse: collapse; font-size: 95%;"
|+ align=bottom | ''Example PD payoff matrix
|
!scope="col" style="color: #900"|Cooperate (with other)
!scope="col" style="color: #900"|Defect (betray other)
|-
!scope="row" style="color: #009"|Cooperate (with other)
|4, 4
|<span style="color: #009">0</span>, <span style="color: #900">5</span>
|-
!scope="row" style="color: #009"|Defect (betray other)
|<span style="color: #009">5</span>, <span style="color: #900">0</span>
|3, 3
|}
Imagine two prisoners held in separate cells, interrogated simultaneously, and offered deals (lighter jail sentences) for betraying their fellow criminal. They can "cooperate" (with the other prisoner) by not snitching, or "defect" by betraying the other. However, there is a catch; if both players defect, then they both serve a longer sentence than if neither said anything. Lower jail sentences are interpreted as higher payoffs (shown in the table).
 
The prisoner's dilemma has a similar matrix as depicted for the coordination game, but the maximum reward for each player (in this case, 5) is obtained only when the players' decisions are different. Each player improves his own situation by switching from "cooperating" to "defecting," given knowledge that the other player's best decision is to "defect." The prisoner's dilemma thus has a single Nash equilibrium: both players choosing to defect.
 
What has long made this an interesting case to study is the fact that this scenario is globally inferior to "both cooperating." That is, both players would be better off if they both chose to "cooperate" instead of both choosing to defect. However, each player could improve his own situation by breaking the mutual cooperation, no matter how the other player possibly (or certainly) changes his decision.
 
=== Network traffic ===
{{See also|Braess's paradox}}
[[File:Nash graph equilibrium.png|frame|Sample network graph. Values on edges are the travel time experienced by a 'car' travelling down that edge. <math>x</math> is the number of cars travelling via that edge.]]
An application of Nash equilibria is in determining the expected flow of traffic in a network. Consider the graph on the right. If we assume that there are <math>x</math> "cars" traveling from A to D, what is the expected distribution of traffic in the network?
 
This situation can be modeled as a "game" where every traveler has a choice of 3 strategies, where each strategy is a route from A to D (either <math>ABD</math>, <math>ABCD</math>, or <math>ACD</math>). The "payoff" of each strategy is the travel time of each route. In the graph on the right, a car travelling via <math>ABD</math> experiences travel time of <math>(1+x/100)+2</math>, where <math>x</math> is the number of cars traveling on edge <math>AB</math>. Thus, payoffs for any given strategy depend on the choices of the other players, as is usual. However, the goal in this case is to minimize travel time, not maximize it. Equilibrium will occur when the time on all paths is exactly the same. When that happens, no single driver has any incentive to switch routes, since it can only add to his/her travel time. For the graph on the right, if, for example, 100 cars are travelling from A to D, then equilibrium will occur when 25 drivers travel via <math>ABD</math>, 50 via <math>ABCD</math>, and 25 via <math>ACD</math>. Every driver now has a total travel time of 3.75 (to see this, note that a total of 75 cars take the <math>AB</math> edge, and likewise 75 cars take the <math>CD</math> edge).<!-- 25 drivers travel via ABD and 50 via ABCD, so 75 cars travel on edge AB. Similarly 75 cars travel on edge CD. It takes (1 + 75/100) + 2 = 3.75 to travel via ABD. Travel time of the other routes are the same. -->
 
Notice that this distribution is not, actually, socially optimal. If the 100 cars agreed that 50 travel via <math>ABD</math> and the other 50 through <math>ACD</math>, then travel time for any single car would actually be 3.5 which is less than 3.75. This is also the Nash equilibrium if the path between B and C is removed, which means that adding an additional possible route can decrease the efficiency of the system, a phenomenon known as [[Braess's paradox]].
 
=== Competition game ===
{| align=right border="1" cellpadding="1" cellspacing="0" style="margin: 1em 1em 1em 1em; background: #f9f9f9; border: 1px #aaa solid; border-collapse: collapse; font-size: 95%;"
|+ align=bottom |''A competition game''
|
!style="width: 90px"|Player 2 chooses '0'
!style="width: 90px"|Player 2 chooses '1'
!style="width: 90px"|Player 2 chooses '2'
!style="width: 90px"|Player 2 chooses '3'
|-
!style="width: 130px"|Player 1 chooses '0'
|align=center style="background: #ffb1ba"|''0'', ''0''
|align=center|''2'', ''-2''
|align=center|''2'', ''-2''
|align=center|''2'', ''-2''
|-
!Player 1 chooses '1'
|align=center|''-2'', ''2''
|align=center|''1'', ''1''
|align=center style="background: #9400D3"|''3'', ''-1''
|align=center|''3'', ''-1''
|-
!Player 1 chooses '2'
|align=center|''-2'', ''2''
|align=center style="background: #cedff2;"|''-1'', ''3''
|align=center style="background: #66ff66;"|''2'', ''2''
|align=center|''4'', ''0''
|-
!Player 1 chooses '3'
|align=center|''-2'', ''2''
|align=center|''-1'', ''3''
|align=center|''0'', ''4''
|align=center|''3'', ''3''
|-
|}
 
This can be illustrated by a two-player game in which both players simultaneously choose an integer from 0 to 3 and they both win the smaller of the two numbers in points. In addition, if one player chooses a larger number than the other, then he/she has to give up two points to the other.
 
This game has a unique pure-strategy Nash equilibrium: both players choosing 0 (highlighted in light red). Any other strategy can be improved by a player switching his number to one less than that of the other player. In the table to the right, if the game begins at the green square, it is in player 1's interest to move to the purple square and it is in player 2's interest to move to the blue square. Although it would not fit the definition of a competition game, if the game is modified so that the two players win the named amount if they both choose the same number, and otherwise win nothing, then there are 4 Nash equilibria: (0,0), (1,1), (2,2), and (3,3).
 
=== Nash equilibria in a payoff matrix ===
There is an easy numerical way to identify Nash equilibria on a payoff matrix. It is especially helpful in two-person games where players have more than two strategies. In this case formal analysis may become too long. This rule does not apply to the case where mixed (stochastic) strategies are of interest. '''The rule goes as follows: if the first payoff number, in the payoff pair of the cell, is the maximum of the column of the cell and if the second number is the maximum of the row of the cell - then the cell represents a Nash equilibrium.'''
 
{| align="left" border="1" cellpadding="4" cellspacing="0" style="margin: 1em; background: #f9f9f9; border: 1px #aaa solid; border-collapse: collapse; font-size: 95%;"
|++ align=bottom |''A payoff matrix - Nash equilibria in bold''
|
!Option A
!Option B
!Option C
|-
!Option A
|align=center|0, 0
|align=center|'''25, 40'''
|align=center|5, 10
|-
!Option B
|align=center|'''40, 25'''
|align=center|0, 0
|align=center|5, 15
|-
!Option C
|align=center|10, 5
|align=center|15, 5
|align=center|'''10, 10'''
|-
|}
 
We can apply this rule to a 3×3 matrix:
 
Using the rule, we can very quickly (much faster than with formal analysis) see that the Nash equilibria cells are (B,A), (A,B), and (C,C). Indeed, for cell (B,A) 40 is the maximum of the first column and 25 is the maximum of the second row. For (A,B) 25 is the maximum of the second column and 40 is the maximum of the first row. Same for cell (C,C). For other cells, either one or both of the duplet members are not the maximum of the corresponding rows and columns.
 
This said, the actual mechanics of finding equilibrium cells is obvious: find the maximum of a column and check if the second member of the pair is the maximum of the row. If these conditions are met, the cell represents a Nash equilibrium. Check all columns this way to find all NE cells. An N×N matrix may have between 0 and N×N [[pure strategy]] Nash equilibria.
 
{{clear}}<!-- layout fix for wide screens -->
== Stability ==
The concept of [[Stability theory|stability]], useful in the analysis of many kinds of equilibria, can also be applied to Nash equilibria.
 
A Nash equilibrium for a mixed strategy game is stable if a small change (specifically, an infinitesimal change) in probabilities for one player leads to a situation where two conditions hold:
 
# the player who did not change has no better strategy in the new circumstance
# the player who did change is now playing with a strictly worse strategy.
 
If these cases are both met, then a player with the small change in his mixed-strategy will return immediately to the Nash equilibrium. The equilibrium is said to be stable. If condition one does not hold then the equilibrium is unstable. If only condition one holds then there are likely to be an infinite number of optimal strategies for the player who changed. [[John Forbes Nash|John Nash]] showed that the latter situation could not arise in a range of well-defined games.
 
In the "driving game" example above there are both stable and unstable equilibria. The equilibria involving mixed-strategies with 100% probabilities are stable. If either player changes his probabilities slightly, they will be both at a disadvantage, and his opponent will have no reason to change his strategy in turn. The (50%,50%) equilibrium is unstable. If either player changes his probabilities, then the other player immediately has a better strategy at either (0%, 100%) or (100%, 0%).
 
Stability is crucial in practical applications of Nash equilibria, since the mixed-strategy of each player is not perfectly known, but has to be inferred from statistical distribution of his actions in the game. In this case unstable equilibria are very unlikely to arise in practice, since any minute change in the proportions of each strategy seen will lead to a change in strategy and the breakdown of the equilibrium.
 
The Nash equilibrium defines stability only in terms of unilateral deviations. In cooperative games such a concept is not convincing enough. [[Strong Nash equilibrium]] allows for deviations by every conceivable coalition.<ref name="CoalitionProof">{{Citation|doi = 10.1016/0022-0531(87)90099-8|title = Coalition-Proof Equilibria I. Concepts| author = B. D. Bernheim, B. Peleg, M. D. Whinston |journal = Journal of Economic Theory |volume = 42 |year =1987|issue = 1| pages = 1&ndash;12|postscript = .}}</ref> Formally, a [[strong Nash equilibrium]] is a Nash equilibrium in which no coalition, taking the actions of its complements as given, can cooperatively deviate in a way that benefits all of its members.<ref name="SNE">{{Citation| author = R. Aumann,  |title = Acceptable points in general cooperative n-person games in "Contributions to the Theory of Games IV" | publisher = Princeton Univ. Press, Princeton, N.J. |year =1959|postscript = .}}</ref> However, the strong Nash concept is sometimes perceived as too "strong" in that the environment allows for unlimited private communication. In fact, strong Nash equilibrium has to be [[Pareto efficient]]. As a result of these requirements, strong Nash is too rare to be useful in many branches of game theory. However, in games such as elections with many more players than possible outcomes, it can be more common than a stable equilibrium.
 
A refined Nash equilibrium known as [[coalition-proof Nash equilibrium]] (CPNE)<ref name="CoalitionProof"/> occurs when players cannot do better even if they are allowed to communicate and make "self-enforcing" agreement to deviate. Every correlated strategy supported by [[Dominance (game theory)|iterated strict dominance]] and on the [[Pareto frontier]] is a CPNE.<ref name="CPNE">{{Citation|title = Coalition-Proof Equilibrium| author = D. Moreno, J. Wooders|journal = Games and Economic Behavior|volume = 17|issue = 1|year =1996| pages = 80&ndash;112 | doi = 10.1006/game.1996.0095|postscript = .}}</ref> Further, it is possible for a game to have a Nash equilibrium that is resilient against coalitions less than a specified size, k. CPNE is related to the [[Core (economics)|theory of the core]].
 
Finally in the eighties, building with great depth on such ideas [[Mertens-stable equilibria]] were introduced as a [[solution concept]]. Mertens stable equilibria satisfy both [[forward induction]] and [[backward induction]]. In a [[game theory]] context [[stable equilibria]] now usually refer to Mertens stable equilibria.
 
== Occurrence ==
If a game has a [[unique]] Nash equilibrium and is played among players under certain conditions, then the NE strategy set will be adopted. Sufficient conditions to guarantee that the Nash equilibrium is played are:
# The players all will do their utmost to maximize their expected payoff as described by the game.
# The players are flawless in execution.
# The players have sufficient intelligence to deduce the solution.
# The players know the planned equilibrium strategy of all of the other players.
# The players believe that a deviation in their own strategy will not cause deviations by any other players.
# There is [[common knowledge (logic)|common knowledge]] that all players meet these conditions, including this one. So, not only must each player know the other players meet the conditions, but also they must know that they all know that they meet them, and know that they know that they know that they meet them, and so on.
 
=== Where the conditions are not met ===
Examples of [[game theory]] problems in which these conditions are not met:
# The first condition is not met if the game does not correctly describe the quantities a player wishes to maximize. In this case there is no particular reason for that player to adopt an equilibrium strategy. For instance, the prisoner’s dilemma is not a dilemma if either player is happy to be jailed indefinitely.
# Intentional or accidental imperfection in execution. For example, a computer capable of flawless logical play facing a second flawless computer will result in equilibrium. Introduction of imperfection will lead to its disruption either through loss to the player who makes the mistake, or through negation of the [[common knowledge (logic)|common knowledge]] criterion leading to possible victory for the player. (An example would be a player suddenly putting the car into reverse in the [[game of chicken]], ensuring a no-loss no-win scenario).
# In many cases, the third condition is not met because, even though the equilibrium must exist, it is unknown due to the complexity of the game, for instance in [[Chinese chess]].<ref>T. L. Turocy, B. Von Stengel, ''[http://www.cdam.lse.ac.uk/Reports/Files/cdam-2001-09.pdf Game Theory]'', copyright 2001, Texas A&M University,  London School of Economics, pages 141-144. {{Reference necessary|text=Nash proved that a perfect NE exists for this type of finite [[extensive form game]]|date=April 2010}} – it can be represented as a strategy complying with his original conditions for a game with a NE. Such games may not have unique NE, but at least one of the many equilibrium strategies would be played by hypothetical players having perfect knowledge of all {{Reference necessary|text=10<sup>150</sup> [[game-tree complexity|game trees]]|date=April 2010}}.</ref> Or, if known, it may not be known to all players, as when playing [[tic-tac-toe]] with a small child who desperately wants to win (meeting the other criteria).
# The criterion of common knowledge may not be met even if all players do, in fact, meet all the other criteria. Players wrongly distrusting each other's rationality may adopt counter-strategies to expected irrational play on their opponents’ behalf. This is a major consideration in "[[Game of chicken|chicken]]" or an [[arms race]], for example.
 
=== Where the conditions are met ===
Due to the limited conditions in which NE can actually be observed, they are rarely treated as a guide to day-to-day behaviour, or observed in practice in human negotiations. However, as a theoretical concept in [[economics]] and [[evolutionary biology]], the NE has explanatory power. The payoff in economics is utility (or sometimes money), and in evolutionary biology gene transmission, both are the fundamental bottom line of survival. Researchers who apply games theory in these fields claim that strategies failing to maximize these for whatever reason will be competed out of the market or environment, which are ascribed the ability to test all strategies. This conclusion is drawn from the "[[Nash equilibrium#Stability|stability]]" theory above. In these situations the assumption that the strategy observed is actually a NE has often been borne out by research. <ref>J. C. Cox, M. Walker, ''[http://excen.gsu.edu/jccox/research/learnplay.pdf Learning to Play Cournot Duoploy Strategies]'', copyright 1997, Texas A&M University,  University of Arizona, pages 141-144</ref>
 
== NE and non-credible threats ==
[[File:SGPNEandPlainNE explainingexample.svg|300px|thumb|Extensive and Normal form illustrations that show the difference between SPNE and other NE. The blue equilibrium is not subgame perfect because player two makes a non-credible threat at 2(2) to be unkind (U).]]
The Nash equilibrium is a superset of the subgame perfect Nash equilibrium. The subgame perfect equilibrium in addition to the Nash equilibrium requires that the strategy also is a Nash equilibrium in every subgame of that game. This eliminates all [[non-credible threats]], that is, strategies that contain non-rational moves in order to make the counter-player change his strategy.
 
The image to the right shows a simple sequential game that illustrates the issue with subgame imperfect Nash equilibria. In this game player one chooses left(L) or right(R), which is followed by player two being called upon to be kind (K) or unkind (U) to player one, However, player two only stands to gain from being unkind if player one goes left. If player one goes right the rational player two would de facto be kind to him in that subgame. However, The non-credible threat of being unkind at 2(2) is still part of the blue (L, (U,U)) Nash equilibrium. Therefore, if rational behavior can be expected by both parties the subgame perfect Nash equilibrium may be a more meaningful solution concept when such [[dynamic inconsistency|dynamic inconsistencies]] arise.
 
==Proof of existence==
 
=== Proof using the Kakutani fixed point theorem ===
Nash's original proof (in his thesis) used Brouwer's fixed point theorem (e.g., see below for a variant). We give a simpler proof via the [[Kakutani fixed point theorem]], following Nash's 1950 paper (he credits [[David Gale]] with the observation that such a simplification is possible).
 
To prove the existence of a Nash Equilibrium, let <math>r_i(\sigma_{-i})</math> be the best response of player i to the strategies of all other players.
:<math> r_i(\sigma_{-i}) = \arg\max_{\sigma_i} u_i (\sigma_i,\sigma_{-i}) </math>
 
Here, <math>\sigma \in \Sigma</math>, where <math>\Sigma = \Sigma_i \times \Sigma_{-i}</math>, is a mixed strategy profile in the set of all mixed strategies and <math> u_i </math> is the payoff function for player i. Define a set-valued function <math>r = (r_i(\sigma_{-i}),r_{-i}(\sigma_{i})) </math> such that <math>r\colon \Sigma \rightarrow 2^\Sigma </math>. The existence of a Nash Equilibrium is equivalent to <math>r</math> having a fixed point.
 
Kakutani's fixed point theorem guarantees the existence of a fixed point if the following four conditions are satisfied.
# <math> \Sigma</math> is compact, convex, and nonempty.
# <math>r(\sigma)</math> is nonempty.
# <math>r(\sigma)</math> is convex.
# <math>r(\sigma)</math> is upper [[hemicontinuous]]
 
Condition 1. is satisfied from the fact that <math>\Sigma</math> is a simplex and thus compact. Convexity follows from players' ability to mix strategies.  <math>\Sigma</math> is nonempty as long as players have strategies.
 
Condition 2. is satisfied because players maximize expected payoffs which is continuous function over a compact set. The Weierstrass [[extreme value theorem]] guarantees that there is always a maximum value.
 
Condition 3. is satisfied as a result of mixed strategies. Suppose  <math> \sigma_i, \sigma'_i \in r(\sigma_{-i}) </math>, then  <math> \lambda \sigma_i + (1-\lambda) \sigma'_i \in r(\sigma_{-i}) </math>. i.e. if two strategies maximize payoffs, then a mix between the two strategies will yield the same payoff.
 
Condition 4. is satisfied by way of Berge's [[maximum theorem]]. Because <math> u_i </math> is continuous and compact,  <math> r(\sigma_i) </math> is upper hemicontinuous.
 
Therefore, there exists a fixed point in  <math> r </math> and a Nash equilibrium.<ref>Fudenburg, Drew, and Jean Tirole. Game Theory: Massachusetts Institute of Technology, 1991.
</ref>
 
When Nash made this point to [[John von Neumann]] in 1949, von Neumann famously dismissed it with the words, "That's trivial, you know. That's just a [[Fixed point (mathematics)|fixed point]] theorem." (See Nasar, 1998, p.&nbsp;94.)
 
=== Alternate proof using the Brouwer fixed-point theorem ===
We have a game <math>G=(N,A,u)</math> where <math>N</math> is the number of players and <math>A = A_1 \times \dotsb \times A_N</math> is the action set for the players. All of the action sets <math>A_i</math> are finite. Let <math>\Delta = \Delta_1 \times \dotsb \times \Delta_N</math> denote the set of mixed strategies for the players. The finiteness of the <math>A_i</math>s ensures the compactness of <math>\Delta</math>.
 
We can now define the gain functions. For a mixed strategy <math>\sigma \in \Delta</math>, we let the gain for player <math>i</math> on action <math>a \in A_i</math> be
 
:<math>\text{Gain}_i(\sigma,a) = \max \{0, u_i(a, \sigma_{-i}) - u_i(\sigma_{i}, \sigma_{-i})\}.\ </math>
 
The gain function represents the benefit a player gets by unilaterally changing his strategy.
We now define <math>g = (g_1,\dotsc,g_N)</math> where
 
:<math>g_i(\sigma)(a) = \sigma_i(a) + \text{Gain}_i(\sigma,a)\ </math>
 
for <math>\sigma \in \Delta, a \in A_i</math>. We see that
:<math>\sum_{a \in A_i} g_i(\sigma)(a) = \sum_{a \in A_i} \sigma_i(a) + \text{Gain}_i(\sigma,a)
= 1 + \sum_{a \in A_i} \text{Gain}_i(\sigma,a) > 0.\ </math>
 
We now use <math>g</math> to define <math>f\colon \Delta \rightarrow \Delta</math> as follows.
Let
:<math>
f_i(\sigma)(a) = \frac{g_i(\sigma)(a)}{\sum_{b \in A_i} g_i(\sigma)(b)}
</math>
 
for <math>a \in A_i</math>. It is easy to see that each <math>f_i</math> is a valid mixed strategy in <math>\Delta_i</math>. It is also easy to check that each <math>f_i</math> is a continuous function of <math>\sigma</math>, and hence <math>f</math> is a continuous function. Now <math>\Delta</math> is the cross product of a finite number of compact convex sets, and so we get that <math>\Delta</math> is also compact and convex. Therefore we may apply the Brouwer fixed point theorem to <math>f</math>. So <math>f</math> has a fixed point in <math>\Delta</math>, call it <math>\sigma^*</math>.
 
I claim that <math>\sigma^*</math> is a Nash Equilibrium in <math>G</math>. For this purpose, it suffices to show that
:<math>
\forall 1 \leq i \leq N, ~ \forall a \in A_i, ~ \text{Gain}_i(\sigma^*,a) = 0 \text{.}
</math>
This simply states that each player gains no benefit by unilaterally changing his strategy, which is exactly the necessary condition for a Nash equilibrium.
 
Now assume that the gains are not all zero. Therefore, <math>\exists i</math>, <math>1 \leq i \leq N</math>, and <math>a \in A_i</math> such that <math>\text{Gain}_i(\sigma^*, a) > 0</math>. Note then that
:<math>
\sum_{a \in A_i} g_i(\sigma^*, a) = 1 + \sum_{a \in A_i} \text{Gain}_i(\sigma^*,a) > 1.
</math>
So let <math>C = \sum_{a \in A_i} g_i(\sigma^*, a)</math>. Also we shall denote <math>\text{Gain}(i,\cdot)</math> as the gain vector indexed by
actions in <math>A_i</math>. Since <math>f(\sigma^*) = \sigma^*</math> we clearly have that <math>f_i(\sigma^*) = \sigma^*_i</math>. Therefore we see that
:<math>
\sigma^*_i = \frac{g_i(\sigma^*)}{\sum_{a \in A_i} g_i(\sigma^*)(a)}
\Rightarrow
\sigma^*_i = \frac{\sigma^*_i + \text{Gain}_i(\sigma^*,\cdot)}{C}
\Rightarrow
C\sigma^*_i = \sigma^*_i + \text{Gain}_i(\sigma^*,\cdot)
</math>
:<math>
\left(C-1\right)\sigma^*_i = \text{Gain}_i(\sigma^*,\cdot)
\Rightarrow
\sigma^*_i = \left(\frac{1}{C-1}\right)\text{Gain}_i(\sigma^*,\cdot).
</math>
 
Since <math>C > 1</math> we have that <math>\sigma^*_i</math> is some positive scaling of the vector <math>\text{Gain}_i(\sigma^*,\cdot)</math>.
Now I claim that
:<math>
\sigma^*_i(a)(u_i(a_i, \sigma^*_{-i}) - u_i(\sigma^*_i, \sigma^*_{-i}))
=
\sigma^*_i(a)\text{Gain}_i(\sigma^*, a)
</math>
 
<math>\forall a \in A_i</math>. To see this, we first note that if <math>\text{Gain}_i(\sigma^*, a) > 0</math> then this is true by definition of the gain function. Now assume that <math>\text{Gain}_i(\sigma^*, a) = 0</math>. By our previous statements we have that
:<math>
\sigma^*_i(a) = \left(\frac{1}{C-1}\right)\text{Gain}_i(\sigma^*, a) = 0
</math>
and so the left term is zero, giving us that the entire expression is <math>0</math> as needed.
 
So we finally have that
:<math>
0 = u_i(\sigma^*_i, \sigma^*_{-i}) - u_i(\sigma^*_i, \sigma^*_{-i})
</math>
:<math>
  =  \left(\sum_{a \in A_i} \sigma^*_i(a)u_i(a_i, \sigma^*_{-i})\right) - u_i(\sigma^*_i, \sigma^*_{-i})
</math>
:<math>
  =  \sum_{a \in A_i} \sigma^*_i(a) (u_i(a_i, \sigma^*_{-i}) - u_i(\sigma^*_i, \sigma^*_{-i}))
</math>
:<math>
   = \sum_{a \in A_i} \sigma^*_i(a) \text{Gain}_i(\sigma^*, a) \quad \text{ by the previous statements }
</math>
:<math>
  = \sum_{a \in A_i} \left( C -1 \right) \sigma^*_i(a)^2 > 0
</math>
 
where the last inequality follows since <math>\sigma^*_i</math> is a non-zero vector. But this is a clear contradiction, so all the gains must indeed be zero. Therefore <math>\sigma^*</math> is a Nash Equilibrium for <math>G</math> as needed.
 
== Computing Nash equilibria ==
If a player A has a [[dominant strategy]] <math>s_A</math> then there exists a Nash equilibrium in which A plays <math>s_A</math>. In the case of two players A and B, there exists a Nash equilibrium in which A plays <math>s_A</math> and B plays a [[best response]] to <math>s_A</math>. If <math>s_A</math> is a strictly dominant strategy, A plays <math>s_A</math> in all Nash equilibria. If both A and B have strictly dominant strategies, there exists a unique Nash equilibrium in which each plays his strictly dominant strategy.
 
In games with mixed strategy Nash equilibria, the probability of a player choosing any particular strategy can be computed by assigning a variable to each strategy that represents a fixed probability for choosing that strategy. In order for a player to be willing to randomize, his expected payoff for each strategy should be the same. In addition, the sum of the probabilities for each strategy of a particular player should be 1. This creates a system of equations from which the probabilities of choosing each strategy can be derived.<ref name="preliminaries" />
 
=== Examples ===
{| align=left border="1" cellpadding="4" cellspacing="0" style="margin: 1em 1em 1em 1em; background: #f9f9f9; border: 1px #aaa solid; border-collapse: collapse; font-size: 95%;"
|+ align=bottom |''Matching pennies''
|
!Player B plays H
!Player B plays T
|-
!Player A plays H
|align=center|−1, +1
|align=center|+1, −1
|-
!Player A plays T
|align=center|+1, −1
|align=center|−1, +1
|-
|}
 
In the matching pennies game, player A loses a point to B if A and B play the same strategy and wins a point from B if they play different strategies. To compute the mixed strategy Nash equilibrium, assign A the probability p of playing H and (1−p) of playing T, and assign B the probability q of playing H and (1−q) of playing T.
 
:E[payoff for A playing H] = (−1)q + (+1)(1−q) = 1−2q
:E[payoff for A playing T] = (+1)q + (−1)(1−q) = 2q−1
:E[payoff for A playing H] = E[payoff for A playing T] ⇒ 1−2q = 2q−1 ⇒ q = 1/2
 
:E[payoff for B playing H] = (+1)p + (−1)(1−p) = 2p−1
:E[payoff for B playing T] = (−1)p + (+1)(1−p) = 1−2p
:E[payoff for B playing H] = E[payoff for B playing T] ⇒ 2p−1 = 1−2p ⇒ p = 1/2
 
Thus a mixed strategy Nash equilibrium in this game is for each player to randomly choose H or T with equal probability.
 
== See also ==
{{col-begin}}
* [[Adjusted winner procedure]]
* [[Best response]]
* [[Braess's paradox]]
* [[Complementarity theory]]
* [[Conflict resolution research]]
* [[Cooperation]]
* [[Equilibrium selection]]
* [[Evolutionarily stable strategy]]
* [[Game theory]]
* [[Glossary of game theory]]
* [[Hotelling's law]]
{{col-break}}
* [[Mexican standoff]]
* [[Minimax theorem]]
* [[Mutual assured destruction]]
* [[Optimum contract and par contract]]
* [[Prisoner's dilemma]]
* [[Relations between equilibrium concepts]]
* [[Self-confirming equilibrium]]
* [[Solution concept]]
* [[Stackelberg competition]]
* [[Subgame perfect Nash equilibrium]]
* [[Wardrop's principle]]
{{colend}}
 
== Notes ==
{{Reflist}}
 
== References ==
 
===Game theory textbooks===
{{Refbegin}}
* Dixit, Avinash and Susan Skeath. Games of Strategy. W.W. Norton & Company. (Second edition in 2004)
* {{Citation | last1=Dutta | first1=Prajit K. | title=Strategies and games: theory and practice | publisher=[[MIT Press]] | isbn=978-0-262-04169-0 | year=1999}}. Suitable for undergraduate and business students.
* Fudenberg, Drew and [[Jean Tirole]] (1991) ''Game Theory'' MIT Press.
* {{Citation | last2=Shoham | first2=Yoav | last1=Leyton-Brown | first1=Kevin | title=Essentials of Game Theory: A Concise, Multidisciplinary Introduction  | publisher=Morgan & Claypool Publishers | isbn=978-1-59829-593-1 | url=http://www.gtessentials.org | year=2008 | location=San Rafael, CA}}. An 88-page mathematical introduction; see Chapter 2. [http://www.morganclaypool.com/doi/abs/10.2200/S00108ED1V01Y200802AIM003 Free online] at many universities.
* [[Oskar Morgenstern|Morgenstern, Oskar]] and [[John von Neumann]] (1947) ''The Theory of Games and Economic Behavior'' Princeton University Press
* {{Citation | last1=Myerson | first1=Roger B. | author1-link=Roger Myerson | title=Game theory: analysis of conflict | publisher=[[Harvard University Press]] | isbn=978-0-674-34116-6 | year=1997}}
* {{Citation | last1=Rubinstein | first1=Ariel | author1-link=Ariel Rubinstein | last2=Osborne | first2=Martin J. | title=A course in game theory | publisher=[[MIT Press]] | isbn=978-0-262-65040-3 | year=1994}}. A modern introduction at the graduate level.
* {{Citation | last1=Shoham | first1=Yoav | last2=Leyton-Brown | first2=Kevin | title=Multiagent Systems: Algorithmic, Game-Theoretic, and Logical Foundations | publisher=[[Cambridge University Press]] | isbn=978-0-521-89943-7 | url=http://www.masfoundations.org | year=2009 | location=New York}}. A comprehensive reference from a computational perspective; see Chapter 3. [http://www.masfoundations.org/download.html Downloadable free online].
* {{Citation | last1=Gibbons| first1=Robert | title=Game Theory for Applied Economists | publisher=[[Princeton University Press]] (July 13, 1992) | isbn=978-0-691-00395-5 | year=1992}}. Lucid and detailed introduction to game theory in an explicitly economic context.
* {{Citation | last1=Osborne| first1=Martin| title=An introduction to game theory | publisher=[[Oxford University]] | isbn=978-0-19-512895-6 | year=2004}}. Introduction to Nash equilibrium.
{{Refend}}
 
===Original Nash papers===
{{Refbegin}}
* [[John Forbes Nash|Nash, John]] (1950) "Equilibrium points in n-person games" ''[[Proceedings of the National Academy of Sciences]]'' 36(1):48-49.
* [[John Forbes Nash|Nash, John]] (1951) "Non-Cooperative Games" ''[[The Annals of Mathematics]]'' 54(2):286-295.
{{Refend}}
 
===Other references===
{{Refbegin}}
* Mehlmann, A. ''The Game's Afoot! Game Theory in Myth and Paradox,'' American Mathematical Society (2000).
* Nasar, Sylvia (1998), "A Beautiful Mind", Simon and Schuster, Inc.
{{Refend}}
 
== External links ==
* [http://wiki.cc.gatech.edu/theory/index.php/Nash_equilibrium Complete Proof of Existence of Nash Equilibria]
 
{{Game theory}}
 
{{DEFAULTSORT:Nash Equilibrium}}
[[Category:Game theory]]
[[Category:Fixed points (mathematics)]]
[[Category:Decision theory]]

Revision as of 23:09, 18 April 2013

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Stated simply, Amy and Wili are in Nash equilibrium if Amy is making the best decision she can, taking into account Wili's decision, and Wili is making the best decision he can, taking into account Amy's decision. Likewise, a group of players are in Nash equilibrium if each one is making the best decision that he or she can, taking into account the decisions of the others.

Applications

Game theorists use the Nash equilibrium concept to analyze the outcome of the strategic interaction of several decision makers. In other words, it provides a way of predicting what will happen if several people or several institutions are making decisions at the same time, and if the outcome depends on the decisions of the others. The simple insight underlying John Nash's idea is that one cannot predict the result of the choices of multiple decision makers if one analyzes those decisions in isolation. Instead, one must ask what each player would do, taking into account the decision-making of the others.

Nash equilibrium has been used to analyze hostile situations like war and arms races[2] (see prisoner's dilemma), and also how conflict may be mitigated by repeated interaction (see tit-for-tat). It has also been used to study to what extent people with different preferences can cooperate (see battle of the sexes), and whether they will take risks to achieve a cooperative outcome (see stag hunt). It has been used to study the adoption of technical standardsPotter or Ceramic Artist Truman Bedell from Rexton, has interests which include ceramics, best property developers in singapore developers in singapore and scrabble. Was especially enthused after visiting Alejandro de Humboldt National Park., and also the occurrence of bank runs and currency crises (see coordination game). Other applications include traffic flow (see Wardrop's principle), how to organize auctions (see auction theory), the outcome of efforts exerted by multiple parties in the education process,[3] regulatory legislation such as environmental regulations (see tragedy of the Commons),[4] and even penalty kicks in soccer (see matching pennies).[5]

History

The Nash equilibrium was named after John Forbes Nash, Jr. A version of the Nash equilibrium concept was first known to be used in 1838 by Antoine Augustin Cournot in his theory of oligopoly.[6] In Cournot's theory firms choose how much output to produce to maximize their own profit. However, the best output for one firm depends on the outputs of others. A Cournot equilibrium occurs when each firm's output maximizes its profits given the output of the other firms, which is a pure strategy Nash Equilibrium. Cournot also introduced the concept of best response dynamics in his analysis of the stability of equilibrium.

The modern game-theoretic concept of Nash Equilibrium is instead defined in terms of mixed strategies, where players choose a probability distribution over possible actions. The concept of the mixed strategy Nash Equilibrium was introduced by John von Neumann and Oskar Morgenstern in their 1944 book The Theory of Games and Economic Behavior. However, their analysis was restricted to the special case of zero-sum games. They showed that a mixed-strategy Nash Equilibrium will exist for any zero-sum game with a finite set of actions. [7] The contribution of John Forbes Nash, Jr. in his 1951 article Non-Cooperative Games was to define a mixed strategy Nash Equilibrium for any game with a finite set of actions and prove that at least one (mixed strategy) Nash Equilibrium must exist in such a game.

Since the development of the Nash equilibrium concept, game theorists have discovered that it makes misleading predictions (or fails to make a unique prediction) in certain circumstances. Therefore they have proposed many related solution concepts (also called 'refinements' of Nash equilibrium) designed to overcome perceived flaws in the Nash concept. One particularly important issue is that some Nash equilibria may be based on threats that are not 'credible'. Therefore, in 1965 Reinhard Selten proposed subgame perfect equilibrium as a refinement that eliminates equilibria which depend on non-credible threats. Other extensions of the Nash equilibrium concept have addressed what happens if a game is repeated, or what happens if a game is played in the absence of perfect information. However, subsequent refinements and extensions of the Nash equilibrium concept share the main insight on which Nash's concept rests: all equilibrium concepts analyze what choices will be made when each player takes into account the decision-making of others.

Definitions

Informal definition

Informally, a set of strategies is a Nash equilibrium if no player can do better by unilaterally changing his or her strategy. To see what this means, imagine that each player is told the strategies of the others. Suppose then that each player asks himself or herself: "Knowing the strategies of the other players, and treating the strategies of the other players as set in stone, can I benefit by changing my strategy?"

If any player would answer "Yes", then that set of strategies is not a Nash equilibrium. But if every player prefers not to switch (or is indifferent between switching and not) then the set of strategies is a Nash equilibrium. Thus, each strategy in a Nash equilibrium is a best response to all other strategies in that equilibrium.[8]

The Nash equilibrium may sometimes appear non-rational in a third-person perspective. This is because it may happen that a Nash equilibrium is not Pareto optimal.

The Nash equilibrium may also have non-rational consequences in sequential games because players may "threaten" each other with non-rational moves. For such games the subgame perfect Nash equilibrium may be more meaningful as a tool of analysis.

Formal definition

Let be a game with players, where is the strategy set for player , is the set of strategy profiles and is the payoff function for . Let be a strategy profile of player and be a strategy profile of all players except for player . When each player chooses strategy resulting in strategy profile then player obtains payoff . Note that the payoff depends on the strategy profile chosen, i.e., on the strategy chosen by player as well as the strategies chosen by all the other players. A strategy profile is a Nash equilibrium (NE) if no unilateral deviation in strategy by any single player is profitable for that player, that is

When the inequality above holds strictly (with > instead of ≥) for all players and all feasible alternative strategies, then the equilibrium is classified as a strict Nash equilibrium. If instead, for some player, there is exact equality between and some other strategy in the set , then the equilibrium is classified as a weak Nash equilibrium.

A game can have either a pure-strategy or a mixed Nash Equilibrium. (In the latter a pure strategy is chosen stochastically with a fixed probability).

Nash's Existence Theorem

Nash proved that if we allow mixed strategies, then every game with a finite number of players in which each player can choose from finitely many pure strategies has at least one Nash equilibrium.

Examples

Coordination game

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A sample coordination game showing relative payoff for player 1 / player 2 with each combination
Player 2 adopts strategy A Player 2 adopts strategy B
Player 1 adopts strategy A 4 / 4 1 / 3
Player 1 adopts strategy B 3 / 1 2 / 2

The coordination game is a classic (symmetric) two player, two strategy game, with an example payoff matrix shown to the right. The players should thus coordinate, both adopting strategy A, to receive the highest payoff; i.e., 4. If both players chose strategy B though, there is still a Nash equilibrium. Although each player is awarded less than optimal payoff, neither player has incentive to change strategy due to a reduction in the immediate payoff (from 2 to 1).

A famous example of this type of game was called the stag hunt; in the game two players may choose to hunt a stag or a rabbit, the former providing more meat (4 utility units) than the latter (1 utility unit). The caveat is that the stag must be cooperatively hunted, so if one player attempts to hunt the stag, while the other hunts the rabbit, he will fail in hunting (0 utility units), whereas if they both hunt it they will split the payload (2, 2). The game hence exhibits two equilibria at (stag, stag) and (rabbit, rabbit) and hence the players' optimal strategy depend on their expectation on what the other player may do. If one hunter trusts that the other will hunt the stag, he should hunt the stag; however if he suspects that the other will hunt the rabbit, he should hunt the rabbit. This game was used as an analogy for social cooperation, since much of the benefit that people gain in society depends upon people cooperating and implicitly trusting one another to act in a manner corresponding with cooperation.

Another example of a coordination game is the setting where two technologies are available to two firms with compatible products, and they have to elect a strategy to become the market standard. If both firms agree on the chosen technology, high sales are expected for both firms. If the firms do not agree on the standard technology, few sales result. Both strategies are Nash equilibria of the game.

Driving on a road against an oncoming car, and having to choose either to swerve on the left or to swerve on the right of the road, is also a coordination game. For example, with payoffs 10 meaning no crash and 0 meaning a crash, the coordination game can be defined with the following payoff matrix:

The driving game
Drive on the Left Drive on the Right
Drive on the Left 10, 10 0, 0
Drive on the Right 0, 0 10, 10

In this case there are two pure strategy Nash equilibria, when both choose to either drive on the left or on the right. If we admit mixed strategies (where a pure strategy is chosen at random, subject to some fixed probability), then there are three Nash equilibria for the same case: two we have seen from the pure-strategy form, where the probabilities are (0%,100%) for player one, (0%, 100%) for player two; and (100%, 0%) for player one, (100%, 0%) for player two respectively. We add another where the probabilities for each player is (50%, 50%).

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Prisoner's dilemma

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Example PD payoff matrix
Cooperate (with other) Defect (betray other)
Cooperate (with other) 4, 4 0, 5
Defect (betray other) 5, 0 3, 3

Imagine two prisoners held in separate cells, interrogated simultaneously, and offered deals (lighter jail sentences) for betraying their fellow criminal. They can "cooperate" (with the other prisoner) by not snitching, or "defect" by betraying the other. However, there is a catch; if both players defect, then they both serve a longer sentence than if neither said anything. Lower jail sentences are interpreted as higher payoffs (shown in the table).

The prisoner's dilemma has a similar matrix as depicted for the coordination game, but the maximum reward for each player (in this case, 5) is obtained only when the players' decisions are different. Each player improves his own situation by switching from "cooperating" to "defecting," given knowledge that the other player's best decision is to "defect." The prisoner's dilemma thus has a single Nash equilibrium: both players choosing to defect.

What has long made this an interesting case to study is the fact that this scenario is globally inferior to "both cooperating." That is, both players would be better off if they both chose to "cooperate" instead of both choosing to defect. However, each player could improve his own situation by breaking the mutual cooperation, no matter how the other player possibly (or certainly) changes his decision.

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Sample network graph. Values on edges are the travel time experienced by a 'car' travelling down that edge. is the number of cars travelling via that edge.

An application of Nash equilibria is in determining the expected flow of traffic in a network. Consider the graph on the right. If we assume that there are "cars" traveling from A to D, what is the expected distribution of traffic in the network?

This situation can be modeled as a "game" where every traveler has a choice of 3 strategies, where each strategy is a route from A to D (either , , or ). The "payoff" of each strategy is the travel time of each route. In the graph on the right, a car travelling via experiences travel time of , where is the number of cars traveling on edge . Thus, payoffs for any given strategy depend on the choices of the other players, as is usual. However, the goal in this case is to minimize travel time, not maximize it. Equilibrium will occur when the time on all paths is exactly the same. When that happens, no single driver has any incentive to switch routes, since it can only add to his/her travel time. For the graph on the right, if, for example, 100 cars are travelling from A to D, then equilibrium will occur when 25 drivers travel via , 50 via , and 25 via . Every driver now has a total travel time of 3.75 (to see this, note that a total of 75 cars take the edge, and likewise 75 cars take the edge).

Notice that this distribution is not, actually, socially optimal. If the 100 cars agreed that 50 travel via and the other 50 through , then travel time for any single car would actually be 3.5 which is less than 3.75. This is also the Nash equilibrium if the path between B and C is removed, which means that adding an additional possible route can decrease the efficiency of the system, a phenomenon known as Braess's paradox.

Competition game

A competition game
Player 2 chooses '0' Player 2 chooses '1' Player 2 chooses '2' Player 2 chooses '3'
Player 1 chooses '0' 0, 0 2, -2 2, -2 2, -2
Player 1 chooses '1' -2, 2 1, 1 3, -1 3, -1
Player 1 chooses '2' -2, 2 -1, 3 2, 2 4, 0
Player 1 chooses '3' -2, 2 -1, 3 0, 4 3, 3

This can be illustrated by a two-player game in which both players simultaneously choose an integer from 0 to 3 and they both win the smaller of the two numbers in points. In addition, if one player chooses a larger number than the other, then he/she has to give up two points to the other.

This game has a unique pure-strategy Nash equilibrium: both players choosing 0 (highlighted in light red). Any other strategy can be improved by a player switching his number to one less than that of the other player. In the table to the right, if the game begins at the green square, it is in player 1's interest to move to the purple square and it is in player 2's interest to move to the blue square. Although it would not fit the definition of a competition game, if the game is modified so that the two players win the named amount if they both choose the same number, and otherwise win nothing, then there are 4 Nash equilibria: (0,0), (1,1), (2,2), and (3,3).

Nash equilibria in a payoff matrix

There is an easy numerical way to identify Nash equilibria on a payoff matrix. It is especially helpful in two-person games where players have more than two strategies. In this case formal analysis may become too long. This rule does not apply to the case where mixed (stochastic) strategies are of interest. The rule goes as follows: if the first payoff number, in the payoff pair of the cell, is the maximum of the column of the cell and if the second number is the maximum of the row of the cell - then the cell represents a Nash equilibrium.

A payoff matrix - Nash equilibria in bold
Option A Option B Option C
Option A 0, 0 25, 40 5, 10
Option B 40, 25 0, 0 5, 15
Option C 10, 5 15, 5 10, 10

We can apply this rule to a 3×3 matrix:

Using the rule, we can very quickly (much faster than with formal analysis) see that the Nash equilibria cells are (B,A), (A,B), and (C,C). Indeed, for cell (B,A) 40 is the maximum of the first column and 25 is the maximum of the second row. For (A,B) 25 is the maximum of the second column and 40 is the maximum of the first row. Same for cell (C,C). For other cells, either one or both of the duplet members are not the maximum of the corresponding rows and columns.

This said, the actual mechanics of finding equilibrium cells is obvious: find the maximum of a column and check if the second member of the pair is the maximum of the row. If these conditions are met, the cell represents a Nash equilibrium. Check all columns this way to find all NE cells. An N×N matrix may have between 0 and N×N pure strategy Nash equilibria.

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Stability

The concept of stability, useful in the analysis of many kinds of equilibria, can also be applied to Nash equilibria.

A Nash equilibrium for a mixed strategy game is stable if a small change (specifically, an infinitesimal change) in probabilities for one player leads to a situation where two conditions hold:

  1. the player who did not change has no better strategy in the new circumstance
  2. the player who did change is now playing with a strictly worse strategy.

If these cases are both met, then a player with the small change in his mixed-strategy will return immediately to the Nash equilibrium. The equilibrium is said to be stable. If condition one does not hold then the equilibrium is unstable. If only condition one holds then there are likely to be an infinite number of optimal strategies for the player who changed. John Nash showed that the latter situation could not arise in a range of well-defined games.

In the "driving game" example above there are both stable and unstable equilibria. The equilibria involving mixed-strategies with 100% probabilities are stable. If either player changes his probabilities slightly, they will be both at a disadvantage, and his opponent will have no reason to change his strategy in turn. The (50%,50%) equilibrium is unstable. If either player changes his probabilities, then the other player immediately has a better strategy at either (0%, 100%) or (100%, 0%).

Stability is crucial in practical applications of Nash equilibria, since the mixed-strategy of each player is not perfectly known, but has to be inferred from statistical distribution of his actions in the game. In this case unstable equilibria are very unlikely to arise in practice, since any minute change in the proportions of each strategy seen will lead to a change in strategy and the breakdown of the equilibrium.

The Nash equilibrium defines stability only in terms of unilateral deviations. In cooperative games such a concept is not convincing enough. Strong Nash equilibrium allows for deviations by every conceivable coalition.[9] Formally, a strong Nash equilibrium is a Nash equilibrium in which no coalition, taking the actions of its complements as given, can cooperatively deviate in a way that benefits all of its members.[10] However, the strong Nash concept is sometimes perceived as too "strong" in that the environment allows for unlimited private communication. In fact, strong Nash equilibrium has to be Pareto efficient. As a result of these requirements, strong Nash is too rare to be useful in many branches of game theory. However, in games such as elections with many more players than possible outcomes, it can be more common than a stable equilibrium.

A refined Nash equilibrium known as coalition-proof Nash equilibrium (CPNE)[9] occurs when players cannot do better even if they are allowed to communicate and make "self-enforcing" agreement to deviate. Every correlated strategy supported by iterated strict dominance and on the Pareto frontier is a CPNE.[11] Further, it is possible for a game to have a Nash equilibrium that is resilient against coalitions less than a specified size, k. CPNE is related to the theory of the core.

Finally in the eighties, building with great depth on such ideas Mertens-stable equilibria were introduced as a solution concept. Mertens stable equilibria satisfy both forward induction and backward induction. In a game theory context stable equilibria now usually refer to Mertens stable equilibria.

Occurrence

If a game has a unique Nash equilibrium and is played among players under certain conditions, then the NE strategy set will be adopted. Sufficient conditions to guarantee that the Nash equilibrium is played are:

  1. The players all will do their utmost to maximize their expected payoff as described by the game.
  2. The players are flawless in execution.
  3. The players have sufficient intelligence to deduce the solution.
  4. The players know the planned equilibrium strategy of all of the other players.
  5. The players believe that a deviation in their own strategy will not cause deviations by any other players.
  6. There is common knowledge that all players meet these conditions, including this one. So, not only must each player know the other players meet the conditions, but also they must know that they all know that they meet them, and know that they know that they know that they meet them, and so on.

Where the conditions are not met

Examples of game theory problems in which these conditions are not met:

  1. The first condition is not met if the game does not correctly describe the quantities a player wishes to maximize. In this case there is no particular reason for that player to adopt an equilibrium strategy. For instance, the prisoner’s dilemma is not a dilemma if either player is happy to be jailed indefinitely.
  2. Intentional or accidental imperfection in execution. For example, a computer capable of flawless logical play facing a second flawless computer will result in equilibrium. Introduction of imperfection will lead to its disruption either through loss to the player who makes the mistake, or through negation of the common knowledge criterion leading to possible victory for the player. (An example would be a player suddenly putting the car into reverse in the game of chicken, ensuring a no-loss no-win scenario).
  3. In many cases, the third condition is not met because, even though the equilibrium must exist, it is unknown due to the complexity of the game, for instance in Chinese chess.[12] Or, if known, it may not be known to all players, as when playing tic-tac-toe with a small child who desperately wants to win (meeting the other criteria).
  4. The criterion of common knowledge may not be met even if all players do, in fact, meet all the other criteria. Players wrongly distrusting each other's rationality may adopt counter-strategies to expected irrational play on their opponents’ behalf. This is a major consideration in "chicken" or an arms race, for example.

Where the conditions are met

Due to the limited conditions in which NE can actually be observed, they are rarely treated as a guide to day-to-day behaviour, or observed in practice in human negotiations. However, as a theoretical concept in economics and evolutionary biology, the NE has explanatory power. The payoff in economics is utility (or sometimes money), and in evolutionary biology gene transmission, both are the fundamental bottom line of survival. Researchers who apply games theory in these fields claim that strategies failing to maximize these for whatever reason will be competed out of the market or environment, which are ascribed the ability to test all strategies. This conclusion is drawn from the "stability" theory above. In these situations the assumption that the strategy observed is actually a NE has often been borne out by research. [13]

NE and non-credible threats

Extensive and Normal form illustrations that show the difference between SPNE and other NE. The blue equilibrium is not subgame perfect because player two makes a non-credible threat at 2(2) to be unkind (U).

The Nash equilibrium is a superset of the subgame perfect Nash equilibrium. The subgame perfect equilibrium in addition to the Nash equilibrium requires that the strategy also is a Nash equilibrium in every subgame of that game. This eliminates all non-credible threats, that is, strategies that contain non-rational moves in order to make the counter-player change his strategy.

The image to the right shows a simple sequential game that illustrates the issue with subgame imperfect Nash equilibria. In this game player one chooses left(L) or right(R), which is followed by player two being called upon to be kind (K) or unkind (U) to player one, However, player two only stands to gain from being unkind if player one goes left. If player one goes right the rational player two would de facto be kind to him in that subgame. However, The non-credible threat of being unkind at 2(2) is still part of the blue (L, (U,U)) Nash equilibrium. Therefore, if rational behavior can be expected by both parties the subgame perfect Nash equilibrium may be a more meaningful solution concept when such dynamic inconsistencies arise.

Proof of existence

Proof using the Kakutani fixed point theorem

Nash's original proof (in his thesis) used Brouwer's fixed point theorem (e.g., see below for a variant). We give a simpler proof via the Kakutani fixed point theorem, following Nash's 1950 paper (he credits David Gale with the observation that such a simplification is possible).

To prove the existence of a Nash Equilibrium, let be the best response of player i to the strategies of all other players.

Here, , where , is a mixed strategy profile in the set of all mixed strategies and is the payoff function for player i. Define a set-valued function such that . The existence of a Nash Equilibrium is equivalent to having a fixed point.

Kakutani's fixed point theorem guarantees the existence of a fixed point if the following four conditions are satisfied.

  1. is compact, convex, and nonempty.
  2. is nonempty.
  3. is convex.
  4. is upper hemicontinuous

Condition 1. is satisfied from the fact that is a simplex and thus compact. Convexity follows from players' ability to mix strategies. is nonempty as long as players have strategies.

Condition 2. is satisfied because players maximize expected payoffs which is continuous function over a compact set. The Weierstrass extreme value theorem guarantees that there is always a maximum value.

Condition 3. is satisfied as a result of mixed strategies. Suppose , then . i.e. if two strategies maximize payoffs, then a mix between the two strategies will yield the same payoff.

Condition 4. is satisfied by way of Berge's maximum theorem. Because is continuous and compact, is upper hemicontinuous.

Therefore, there exists a fixed point in and a Nash equilibrium.[14]

When Nash made this point to John von Neumann in 1949, von Neumann famously dismissed it with the words, "That's trivial, you know. That's just a fixed point theorem." (See Nasar, 1998, p. 94.)

Alternate proof using the Brouwer fixed-point theorem

We have a game where is the number of players and is the action set for the players. All of the action sets are finite. Let denote the set of mixed strategies for the players. The finiteness of the s ensures the compactness of .

We can now define the gain functions. For a mixed strategy , we let the gain for player on action be

The gain function represents the benefit a player gets by unilaterally changing his strategy. We now define where

for . We see that

We now use to define as follows. Let

for . It is easy to see that each is a valid mixed strategy in . It is also easy to check that each is a continuous function of , and hence is a continuous function. Now is the cross product of a finite number of compact convex sets, and so we get that is also compact and convex. Therefore we may apply the Brouwer fixed point theorem to . So has a fixed point in , call it .

I claim that is a Nash Equilibrium in . For this purpose, it suffices to show that

This simply states that each player gains no benefit by unilaterally changing his strategy, which is exactly the necessary condition for a Nash equilibrium.

Now assume that the gains are not all zero. Therefore, , , and such that . Note then that

So let . Also we shall denote as the gain vector indexed by actions in . Since we clearly have that . Therefore we see that

Since we have that is some positive scaling of the vector . Now I claim that

. To see this, we first note that if then this is true by definition of the gain function. Now assume that . By our previous statements we have that

and so the left term is zero, giving us that the entire expression is as needed.

So we finally have that

where the last inequality follows since is a non-zero vector. But this is a clear contradiction, so all the gains must indeed be zero. Therefore is a Nash Equilibrium for as needed.

Computing Nash equilibria

If a player A has a dominant strategy then there exists a Nash equilibrium in which A plays . In the case of two players A and B, there exists a Nash equilibrium in which A plays and B plays a best response to . If is a strictly dominant strategy, A plays in all Nash equilibria. If both A and B have strictly dominant strategies, there exists a unique Nash equilibrium in which each plays his strictly dominant strategy.

In games with mixed strategy Nash equilibria, the probability of a player choosing any particular strategy can be computed by assigning a variable to each strategy that represents a fixed probability for choosing that strategy. In order for a player to be willing to randomize, his expected payoff for each strategy should be the same. In addition, the sum of the probabilities for each strategy of a particular player should be 1. This creates a system of equations from which the probabilities of choosing each strategy can be derived.[8]

Examples

Matching pennies
Player B plays H Player B plays T
Player A plays H −1, +1 +1, −1
Player A plays T +1, −1 −1, +1

In the matching pennies game, player A loses a point to B if A and B play the same strategy and wins a point from B if they play different strategies. To compute the mixed strategy Nash equilibrium, assign A the probability p of playing H and (1−p) of playing T, and assign B the probability q of playing H and (1−q) of playing T.

E[payoff for A playing H] = (−1)q + (+1)(1−q) = 1−2q
E[payoff for A playing T] = (+1)q + (−1)(1−q) = 2q−1
E[payoff for A playing H] = E[payoff for A playing T] ⇒ 1−2q = 2q−1 ⇒ q = 1/2
E[payoff for B playing H] = (+1)p + (−1)(1−p) = 2p−1
E[payoff for B playing T] = (−1)p + (+1)(1−p) = 1−2p
E[payoff for B playing H] = E[payoff for B playing T] ⇒ 2p−1 = 1−2p ⇒ p = 1/2

Thus a mixed strategy Nash equilibrium in this game is for each player to randomly choose H or T with equal probability.

See also

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Notes

43 year old Petroleum Engineer Harry from Deep River, usually spends time with hobbies and interests like renting movies, property developers in singapore new condominium and vehicle racing. Constantly enjoys going to destinations like Camino Real de Tierra Adentro.

References

Game theory textbooks

Template:Refbegin

  • Dixit, Avinash and Susan Skeath. Games of Strategy. W.W. Norton & Company. (Second edition in 2004)
  • Many property agents need to declare for the PIC grant in Singapore. However, not all of them know find out how to do the correct process for getting this PIC scheme from the IRAS. There are a number of steps that you need to do before your software can be approved.

    Naturally, you will have to pay a safety deposit and that is usually one month rent for annually of the settlement. That is the place your good religion deposit will likely be taken into account and will kind part or all of your security deposit. Anticipate to have a proportionate amount deducted out of your deposit if something is discovered to be damaged if you move out. It's best to you'll want to test the inventory drawn up by the owner, which can detail all objects in the property and their condition. If you happen to fail to notice any harm not already mentioned within the inventory before transferring in, you danger having to pay for it yourself.

    In case you are in search of an actual estate or Singapore property agent on-line, you simply should belief your intuition. It's because you do not know which agent is nice and which agent will not be. Carry out research on several brokers by looking out the internet. As soon as if you end up positive that a selected agent is dependable and reliable, you can choose to utilize his partnerise in finding you a home in Singapore. Most of the time, a property agent is taken into account to be good if he or she locations the contact data on his website. This may mean that the agent does not mind you calling them and asking them any questions relating to new properties in singapore in Singapore. After chatting with them you too can see them in their office after taking an appointment.

    Have handed an trade examination i.e Widespread Examination for House Brokers (CEHA) or Actual Property Agency (REA) examination, or equal; Exclusive brokers are extra keen to share listing information thus making certain the widest doable coverage inside the real estate community via Multiple Listings and Networking. Accepting a severe provide is simpler since your agent is totally conscious of all advertising activity related with your property. This reduces your having to check with a number of agents for some other offers. Price control is easily achieved. Paint work in good restore-discuss with your Property Marketing consultant if main works are still to be done. Softening in residential property prices proceed, led by 2.8 per cent decline within the index for Remainder of Central Region

    Once you place down the one per cent choice price to carry down a non-public property, it's important to accept its situation as it is whenever you move in – faulty air-con, choked rest room and all. Get round this by asking your agent to incorporate a ultimate inspection clause within the possibility-to-buy letter. HDB flat patrons routinely take pleasure in this security net. "There's a ultimate inspection of the property two days before the completion of all HDB transactions. If the air-con is defective, you can request the seller to repair it," says Kelvin.

    15.6.1 As the agent is an intermediary, generally, as soon as the principal and third party are introduced right into a contractual relationship, the agent drops out of the image, subject to any problems with remuneration or indemnification that he could have against the principal, and extra exceptionally, against the third occasion. Generally, agents are entitled to be indemnified for all liabilities reasonably incurred within the execution of the brokers´ authority.

    To achieve the very best outcomes, you must be always updated on market situations, including past transaction information and reliable projections. You could review and examine comparable homes that are currently available in the market, especially these which have been sold or not bought up to now six months. You'll be able to see a pattern of such report by clicking here It's essential to defend yourself in opposition to unscrupulous patrons. They are often very skilled in using highly unethical and manipulative techniques to try and lure you into a lure. That you must also protect your self, your loved ones, and personal belongings as you'll be serving many strangers in your home. Sign a listing itemizing of all of the objects provided by the proprietor, together with their situation. HSR Prime Recruiter 2010. Suitable for undergraduate and business students.
  • Fudenberg, Drew and Jean Tirole (1991) Game Theory MIT Press.
  • Many property agents need to declare for the PIC grant in Singapore. However, not all of them know find out how to do the correct process for getting this PIC scheme from the IRAS. There are a number of steps that you need to do before your software can be approved.

    Naturally, you will have to pay a safety deposit and that is usually one month rent for annually of the settlement. That is the place your good religion deposit will likely be taken into account and will kind part or all of your security deposit. Anticipate to have a proportionate amount deducted out of your deposit if something is discovered to be damaged if you move out. It's best to you'll want to test the inventory drawn up by the owner, which can detail all objects in the property and their condition. If you happen to fail to notice any harm not already mentioned within the inventory before transferring in, you danger having to pay for it yourself.

    In case you are in search of an actual estate or Singapore property agent on-line, you simply should belief your intuition. It's because you do not know which agent is nice and which agent will not be. Carry out research on several brokers by looking out the internet. As soon as if you end up positive that a selected agent is dependable and reliable, you can choose to utilize his partnerise in finding you a home in Singapore. Most of the time, a property agent is taken into account to be good if he or she locations the contact data on his website. This may mean that the agent does not mind you calling them and asking them any questions relating to new properties in singapore in Singapore. After chatting with them you too can see them in their office after taking an appointment.

    Have handed an trade examination i.e Widespread Examination for House Brokers (CEHA) or Actual Property Agency (REA) examination, or equal; Exclusive brokers are extra keen to share listing information thus making certain the widest doable coverage inside the real estate community via Multiple Listings and Networking. Accepting a severe provide is simpler since your agent is totally conscious of all advertising activity related with your property. This reduces your having to check with a number of agents for some other offers. Price control is easily achieved. Paint work in good restore-discuss with your Property Marketing consultant if main works are still to be done. Softening in residential property prices proceed, led by 2.8 per cent decline within the index for Remainder of Central Region

    Once you place down the one per cent choice price to carry down a non-public property, it's important to accept its situation as it is whenever you move in – faulty air-con, choked rest room and all. Get round this by asking your agent to incorporate a ultimate inspection clause within the possibility-to-buy letter. HDB flat patrons routinely take pleasure in this security net. "There's a ultimate inspection of the property two days before the completion of all HDB transactions. If the air-con is defective, you can request the seller to repair it," says Kelvin.

    15.6.1 As the agent is an intermediary, generally, as soon as the principal and third party are introduced right into a contractual relationship, the agent drops out of the image, subject to any problems with remuneration or indemnification that he could have against the principal, and extra exceptionally, against the third occasion. Generally, agents are entitled to be indemnified for all liabilities reasonably incurred within the execution of the brokers´ authority.

    To achieve the very best outcomes, you must be always updated on market situations, including past transaction information and reliable projections. You could review and examine comparable homes that are currently available in the market, especially these which have been sold or not bought up to now six months. You'll be able to see a pattern of such report by clicking here It's essential to defend yourself in opposition to unscrupulous patrons. They are often very skilled in using highly unethical and manipulative techniques to try and lure you into a lure. That you must also protect your self, your loved ones, and personal belongings as you'll be serving many strangers in your home. Sign a listing itemizing of all of the objects provided by the proprietor, together with their situation. HSR Prime Recruiter 2010. An 88-page mathematical introduction; see Chapter 2. Free online at many universities.
  • Morgenstern, Oskar and John von Neumann (1947) The Theory of Games and Economic Behavior Princeton University Press
  • Many property agents need to declare for the PIC grant in Singapore. However, not all of them know find out how to do the correct process for getting this PIC scheme from the IRAS. There are a number of steps that you need to do before your software can be approved.

    Naturally, you will have to pay a safety deposit and that is usually one month rent for annually of the settlement. That is the place your good religion deposit will likely be taken into account and will kind part or all of your security deposit. Anticipate to have a proportionate amount deducted out of your deposit if something is discovered to be damaged if you move out. It's best to you'll want to test the inventory drawn up by the owner, which can detail all objects in the property and their condition. If you happen to fail to notice any harm not already mentioned within the inventory before transferring in, you danger having to pay for it yourself.

    In case you are in search of an actual estate or Singapore property agent on-line, you simply should belief your intuition. It's because you do not know which agent is nice and which agent will not be. Carry out research on several brokers by looking out the internet. As soon as if you end up positive that a selected agent is dependable and reliable, you can choose to utilize his partnerise in finding you a home in Singapore. Most of the time, a property agent is taken into account to be good if he or she locations the contact data on his website. This may mean that the agent does not mind you calling them and asking them any questions relating to new properties in singapore in Singapore. After chatting with them you too can see them in their office after taking an appointment.

    Have handed an trade examination i.e Widespread Examination for House Brokers (CEHA) or Actual Property Agency (REA) examination, or equal; Exclusive brokers are extra keen to share listing information thus making certain the widest doable coverage inside the real estate community via Multiple Listings and Networking. Accepting a severe provide is simpler since your agent is totally conscious of all advertising activity related with your property. This reduces your having to check with a number of agents for some other offers. Price control is easily achieved. Paint work in good restore-discuss with your Property Marketing consultant if main works are still to be done. Softening in residential property prices proceed, led by 2.8 per cent decline within the index for Remainder of Central Region

    Once you place down the one per cent choice price to carry down a non-public property, it's important to accept its situation as it is whenever you move in – faulty air-con, choked rest room and all. Get round this by asking your agent to incorporate a ultimate inspection clause within the possibility-to-buy letter. HDB flat patrons routinely take pleasure in this security net. "There's a ultimate inspection of the property two days before the completion of all HDB transactions. If the air-con is defective, you can request the seller to repair it," says Kelvin.

    15.6.1 As the agent is an intermediary, generally, as soon as the principal and third party are introduced right into a contractual relationship, the agent drops out of the image, subject to any problems with remuneration or indemnification that he could have against the principal, and extra exceptionally, against the third occasion. Generally, agents are entitled to be indemnified for all liabilities reasonably incurred within the execution of the brokers´ authority.

    To achieve the very best outcomes, you must be always updated on market situations, including past transaction information and reliable projections. You could review and examine comparable homes that are currently available in the market, especially these which have been sold or not bought up to now six months. You'll be able to see a pattern of such report by clicking here It's essential to defend yourself in opposition to unscrupulous patrons. They are often very skilled in using highly unethical and manipulative techniques to try and lure you into a lure. That you must also protect your self, your loved ones, and personal belongings as you'll be serving many strangers in your home. Sign a listing itemizing of all of the objects provided by the proprietor, together with their situation. HSR Prime Recruiter 2010
  • Many property agents need to declare for the PIC grant in Singapore. However, not all of them know find out how to do the correct process for getting this PIC scheme from the IRAS. There are a number of steps that you need to do before your software can be approved.

    Naturally, you will have to pay a safety deposit and that is usually one month rent for annually of the settlement. That is the place your good religion deposit will likely be taken into account and will kind part or all of your security deposit. Anticipate to have a proportionate amount deducted out of your deposit if something is discovered to be damaged if you move out. It's best to you'll want to test the inventory drawn up by the owner, which can detail all objects in the property and their condition. If you happen to fail to notice any harm not already mentioned within the inventory before transferring in, you danger having to pay for it yourself.

    In case you are in search of an actual estate or Singapore property agent on-line, you simply should belief your intuition. It's because you do not know which agent is nice and which agent will not be. Carry out research on several brokers by looking out the internet. As soon as if you end up positive that a selected agent is dependable and reliable, you can choose to utilize his partnerise in finding you a home in Singapore. Most of the time, a property agent is taken into account to be good if he or she locations the contact data on his website. This may mean that the agent does not mind you calling them and asking them any questions relating to new properties in singapore in Singapore. After chatting with them you too can see them in their office after taking an appointment.

    Have handed an trade examination i.e Widespread Examination for House Brokers (CEHA) or Actual Property Agency (REA) examination, or equal; Exclusive brokers are extra keen to share listing information thus making certain the widest doable coverage inside the real estate community via Multiple Listings and Networking. Accepting a severe provide is simpler since your agent is totally conscious of all advertising activity related with your property. This reduces your having to check with a number of agents for some other offers. Price control is easily achieved. Paint work in good restore-discuss with your Property Marketing consultant if main works are still to be done. Softening in residential property prices proceed, led by 2.8 per cent decline within the index for Remainder of Central Region

    Once you place down the one per cent choice price to carry down a non-public property, it's important to accept its situation as it is whenever you move in – faulty air-con, choked rest room and all. Get round this by asking your agent to incorporate a ultimate inspection clause within the possibility-to-buy letter. HDB flat patrons routinely take pleasure in this security net. "There's a ultimate inspection of the property two days before the completion of all HDB transactions. If the air-con is defective, you can request the seller to repair it," says Kelvin.

    15.6.1 As the agent is an intermediary, generally, as soon as the principal and third party are introduced right into a contractual relationship, the agent drops out of the image, subject to any problems with remuneration or indemnification that he could have against the principal, and extra exceptionally, against the third occasion. Generally, agents are entitled to be indemnified for all liabilities reasonably incurred within the execution of the brokers´ authority.

    To achieve the very best outcomes, you must be always updated on market situations, including past transaction information and reliable projections. You could review and examine comparable homes that are currently available in the market, especially these which have been sold or not bought up to now six months. You'll be able to see a pattern of such report by clicking here It's essential to defend yourself in opposition to unscrupulous patrons. They are often very skilled in using highly unethical and manipulative techniques to try and lure you into a lure. That you must also protect your self, your loved ones, and personal belongings as you'll be serving many strangers in your home. Sign a listing itemizing of all of the objects provided by the proprietor, together with their situation. HSR Prime Recruiter 2010. A modern introduction at the graduate level.
  • Many property agents need to declare for the PIC grant in Singapore. However, not all of them know find out how to do the correct process for getting this PIC scheme from the IRAS. There are a number of steps that you need to do before your software can be approved.

    Naturally, you will have to pay a safety deposit and that is usually one month rent for annually of the settlement. That is the place your good religion deposit will likely be taken into account and will kind part or all of your security deposit. Anticipate to have a proportionate amount deducted out of your deposit if something is discovered to be damaged if you move out. It's best to you'll want to test the inventory drawn up by the owner, which can detail all objects in the property and their condition. If you happen to fail to notice any harm not already mentioned within the inventory before transferring in, you danger having to pay for it yourself.

    In case you are in search of an actual estate or Singapore property agent on-line, you simply should belief your intuition. It's because you do not know which agent is nice and which agent will not be. Carry out research on several brokers by looking out the internet. As soon as if you end up positive that a selected agent is dependable and reliable, you can choose to utilize his partnerise in finding you a home in Singapore. Most of the time, a property agent is taken into account to be good if he or she locations the contact data on his website. This may mean that the agent does not mind you calling them and asking them any questions relating to new properties in singapore in Singapore. After chatting with them you too can see them in their office after taking an appointment.

    Have handed an trade examination i.e Widespread Examination for House Brokers (CEHA) or Actual Property Agency (REA) examination, or equal; Exclusive brokers are extra keen to share listing information thus making certain the widest doable coverage inside the real estate community via Multiple Listings and Networking. Accepting a severe provide is simpler since your agent is totally conscious of all advertising activity related with your property. This reduces your having to check with a number of agents for some other offers. Price control is easily achieved. Paint work in good restore-discuss with your Property Marketing consultant if main works are still to be done. Softening in residential property prices proceed, led by 2.8 per cent decline within the index for Remainder of Central Region

    Once you place down the one per cent choice price to carry down a non-public property, it's important to accept its situation as it is whenever you move in – faulty air-con, choked rest room and all. Get round this by asking your agent to incorporate a ultimate inspection clause within the possibility-to-buy letter. HDB flat patrons routinely take pleasure in this security net. "There's a ultimate inspection of the property two days before the completion of all HDB transactions. If the air-con is defective, you can request the seller to repair it," says Kelvin.

    15.6.1 As the agent is an intermediary, generally, as soon as the principal and third party are introduced right into a contractual relationship, the agent drops out of the image, subject to any problems with remuneration or indemnification that he could have against the principal, and extra exceptionally, against the third occasion. Generally, agents are entitled to be indemnified for all liabilities reasonably incurred within the execution of the brokers´ authority.

    To achieve the very best outcomes, you must be always updated on market situations, including past transaction information and reliable projections. You could review and examine comparable homes that are currently available in the market, especially these which have been sold or not bought up to now six months. You'll be able to see a pattern of such report by clicking here It's essential to defend yourself in opposition to unscrupulous patrons. They are often very skilled in using highly unethical and manipulative techniques to try and lure you into a lure. That you must also protect your self, your loved ones, and personal belongings as you'll be serving many strangers in your home. Sign a listing itemizing of all of the objects provided by the proprietor, together with their situation. HSR Prime Recruiter 2010. A comprehensive reference from a computational perspective; see Chapter 3. Downloadable free online.
  • Many property agents need to declare for the PIC grant in Singapore. However, not all of them know find out how to do the correct process for getting this PIC scheme from the IRAS. There are a number of steps that you need to do before your software can be approved.

    Naturally, you will have to pay a safety deposit and that is usually one month rent for annually of the settlement. That is the place your good religion deposit will likely be taken into account and will kind part or all of your security deposit. Anticipate to have a proportionate amount deducted out of your deposit if something is discovered to be damaged if you move out. It's best to you'll want to test the inventory drawn up by the owner, which can detail all objects in the property and their condition. If you happen to fail to notice any harm not already mentioned within the inventory before transferring in, you danger having to pay for it yourself.

    In case you are in search of an actual estate or Singapore property agent on-line, you simply should belief your intuition. It's because you do not know which agent is nice and which agent will not be. Carry out research on several brokers by looking out the internet. As soon as if you end up positive that a selected agent is dependable and reliable, you can choose to utilize his partnerise in finding you a home in Singapore. Most of the time, a property agent is taken into account to be good if he or she locations the contact data on his website. This may mean that the agent does not mind you calling them and asking them any questions relating to new properties in singapore in Singapore. After chatting with them you too can see them in their office after taking an appointment.

    Have handed an trade examination i.e Widespread Examination for House Brokers (CEHA) or Actual Property Agency (REA) examination, or equal; Exclusive brokers are extra keen to share listing information thus making certain the widest doable coverage inside the real estate community via Multiple Listings and Networking. Accepting a severe provide is simpler since your agent is totally conscious of all advertising activity related with your property. This reduces your having to check with a number of agents for some other offers. Price control is easily achieved. Paint work in good restore-discuss with your Property Marketing consultant if main works are still to be done. Softening in residential property prices proceed, led by 2.8 per cent decline within the index for Remainder of Central Region

    Once you place down the one per cent choice price to carry down a non-public property, it's important to accept its situation as it is whenever you move in – faulty air-con, choked rest room and all. Get round this by asking your agent to incorporate a ultimate inspection clause within the possibility-to-buy letter. HDB flat patrons routinely take pleasure in this security net. "There's a ultimate inspection of the property two days before the completion of all HDB transactions. If the air-con is defective, you can request the seller to repair it," says Kelvin.

    15.6.1 As the agent is an intermediary, generally, as soon as the principal and third party are introduced right into a contractual relationship, the agent drops out of the image, subject to any problems with remuneration or indemnification that he could have against the principal, and extra exceptionally, against the third occasion. Generally, agents are entitled to be indemnified for all liabilities reasonably incurred within the execution of the brokers´ authority.

    To achieve the very best outcomes, you must be always updated on market situations, including past transaction information and reliable projections. You could review and examine comparable homes that are currently available in the market, especially these which have been sold or not bought up to now six months. You'll be able to see a pattern of such report by clicking here It's essential to defend yourself in opposition to unscrupulous patrons. They are often very skilled in using highly unethical and manipulative techniques to try and lure you into a lure. That you must also protect your self, your loved ones, and personal belongings as you'll be serving many strangers in your home. Sign a listing itemizing of all of the objects provided by the proprietor, together with their situation. HSR Prime Recruiter 2010. Lucid and detailed introduction to game theory in an explicitly economic context.
  • Many property agents need to declare for the PIC grant in Singapore. However, not all of them know find out how to do the correct process for getting this PIC scheme from the IRAS. There are a number of steps that you need to do before your software can be approved.

    Naturally, you will have to pay a safety deposit and that is usually one month rent for annually of the settlement. That is the place your good religion deposit will likely be taken into account and will kind part or all of your security deposit. Anticipate to have a proportionate amount deducted out of your deposit if something is discovered to be damaged if you move out. It's best to you'll want to test the inventory drawn up by the owner, which can detail all objects in the property and their condition. If you happen to fail to notice any harm not already mentioned within the inventory before transferring in, you danger having to pay for it yourself.

    In case you are in search of an actual estate or Singapore property agent on-line, you simply should belief your intuition. It's because you do not know which agent is nice and which agent will not be. Carry out research on several brokers by looking out the internet. As soon as if you end up positive that a selected agent is dependable and reliable, you can choose to utilize his partnerise in finding you a home in Singapore. Most of the time, a property agent is taken into account to be good if he or she locations the contact data on his website. This may mean that the agent does not mind you calling them and asking them any questions relating to new properties in singapore in Singapore. After chatting with them you too can see them in their office after taking an appointment.

    Have handed an trade examination i.e Widespread Examination for House Brokers (CEHA) or Actual Property Agency (REA) examination, or equal; Exclusive brokers are extra keen to share listing information thus making certain the widest doable coverage inside the real estate community via Multiple Listings and Networking. Accepting a severe provide is simpler since your agent is totally conscious of all advertising activity related with your property. This reduces your having to check with a number of agents for some other offers. Price control is easily achieved. Paint work in good restore-discuss with your Property Marketing consultant if main works are still to be done. Softening in residential property prices proceed, led by 2.8 per cent decline within the index for Remainder of Central Region

    Once you place down the one per cent choice price to carry down a non-public property, it's important to accept its situation as it is whenever you move in – faulty air-con, choked rest room and all. Get round this by asking your agent to incorporate a ultimate inspection clause within the possibility-to-buy letter. HDB flat patrons routinely take pleasure in this security net. "There's a ultimate inspection of the property two days before the completion of all HDB transactions. If the air-con is defective, you can request the seller to repair it," says Kelvin.

    15.6.1 As the agent is an intermediary, generally, as soon as the principal and third party are introduced right into a contractual relationship, the agent drops out of the image, subject to any problems with remuneration or indemnification that he could have against the principal, and extra exceptionally, against the third occasion. Generally, agents are entitled to be indemnified for all liabilities reasonably incurred within the execution of the brokers´ authority.

    To achieve the very best outcomes, you must be always updated on market situations, including past transaction information and reliable projections. You could review and examine comparable homes that are currently available in the market, especially these which have been sold or not bought up to now six months. You'll be able to see a pattern of such report by clicking here It's essential to defend yourself in opposition to unscrupulous patrons. They are often very skilled in using highly unethical and manipulative techniques to try and lure you into a lure. That you must also protect your self, your loved ones, and personal belongings as you'll be serving many strangers in your home. Sign a listing itemizing of all of the objects provided by the proprietor, together with their situation. HSR Prime Recruiter 2010. Introduction to Nash equilibrium.

Template:Refend

Original Nash papers

Template:Refbegin

Template:Refend

Other references

Template:Refbegin

  • Mehlmann, A. The Game's Afoot! Game Theory in Myth and Paradox, American Mathematical Society (2000).
  • Nasar, Sylvia (1998), "A Beautiful Mind", Simon and Schuster, Inc.

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External links

Earlier than you decide whether stainless steel cookware is worth buying, lets first discuss what stainless steel cookware is. Chrome steel is manufactured from an alloy, or a mix of metals. Mostly, basic iron with chromium, nickel or another minor metals. The chromium supplies rust safety and gives your cookware durability. The nickel supplies rust safety as effectively, and adds a elegant look. Most properly made chrome steel cookware has copper or aluminum added to the bottom of the pan or pot. That is performed to increases the ability of the pot or pan to conduct heat.
The perfect stainless-steel cookware is the principle category, but nonetheless it is divided into several subcategories primarily based on the standard and the value range. It can be confusing to choose the best chrome steel cookware out of the classes that may meet your necessities. That is where we took a step ahead to explain you all the data that will be useful for you to understand how to choose one of the best stainless steel cookware. The most effective chrome steel cookware set is manufactured from cheap to expensive and high quality constructed pots and pans.
You can find magnetic chrome steel in the layer on the outside of some quality pieces of stainless steel. This is to make it suitable with induction stovetops, which involve the use of a quickly charging electromagnetic area to warmth cookware. Excessive-quality stainless-steel, like All-Clad , makes use of three layers of steel—the austenite layer of metal on the within, ferrite steel on the skin, and a layer of aluminum sandwiched between the 2 for optimum warmth conductivity (metal alone does not conduct heat evenly). Lesser-quality stainless steel is usually just one layer of austenitic chrome steel.
Aesthetically talking, stainless steel is a smart alternative should you prefer to display or hang pots or pans. The clean, crisp look of all stainless-steel kitchenware can remodel a mishmash of cookware into a classy décor assertion. Chrome steel kettles, such as the Cuisinart Tea Kettle will mix particular person kitchenware into a cohesive and nice entity. Take into account purchasing stainless-steel utensils as well. Already acquired a stunning stainless-steel cookware collection? The Cuisinart Chef’s Assortment stainless pot rack is perhaps the of completion for a kitchen, liberating up house and making those pots and pans readily accessible. Get the stainless-steel cookware of your culinary desires at Macy’s!
Arduous-anodized aluminum cookware is likely one of the hottest varieties of materials, despite the fact that many people don't quite perceive the construction. Onerous-anodized aluminum is plain aluminum that has been processed in a collection of chemical baths charged with an electric present. The result's a fabric that has the same superior heat conductivity as aluminum but is non-reactive with acidic foods, such as tomatoes, and twice as exhausting as stainless-steel. Two drawbacks to laborious-anodized cookware are that it is not dishwasher-protected and, because it is not magnetic, it is not going to work with induction vary tops.
The enamel over steel technique creates a bit that has the warmth distribution of carbon steel and a non-reactive, low-stick floor. Such pots are much lighter than most different pots of similar measurement, are cheaper to make than stainless-steel pots, and don't have the rust and reactivity problems with cast iron or carbon steel. citation wanted Enamel over metal is ideal for big stockpots and for other giant pans used largely for water-based cooking. Because of its mild weight and simple cleanup, enamel over metal is also common for cookware used while camping. For more about stainless steel cookware reviews look at our web site. Clad aluminium or copper edit
Distinctive specialty cookware pieces served a la carte to go with any cookware set are constructed of a sturdy Stainless Steel with a brushed exterior end. Designed with an impact bonded, aluminum disk encapsulated base which distributes warmth quickly and evenly to allow precise temperature control. Handles are riveted for durability and performance. The New Specialty Cookware is compatible for all range sorts including induction. Along with the multi use operate, another distinctive characteristic is bottom to prime interior volume markings in both quarts and metric measurement; and every bit comes with a tempered glass lid, oven safe to 350°F.
Whether or not you're a cooking enthusiasts, knowledgeable chef or just cooking for your family you already know the importance of having a totally stocked kitchen. Not solely do you need the appropriate substances, however you additionally need the proper tools to get the job done. In any sort of fundamental cooking training lesson, you will learn that stainless steel is your new greatest friend with regards to kitchen cookware. What you will also study is that high quality cooking tools does not often come at a discounted price. Because of this, it is very important take good care of your cookware! Listed below are some fundamentals for chrome steel care.
To fight the uneven heating downside, most stainless steel pans are laminations of aluminum or copper on the underside to spread the heat around, and stainless steel inside the pan to provide a cooking floor that is impervious to no matter you would possibly put inside. In my expertise, this stainless-steel floor continues to be too sticky to fry on, and should you ever burn it you get a everlasting bother spot. However, sometimes a stainless steel cooking floor turns out to be useful when you can't use aluminum (see under) so I maintain some around. Choose one thing with a fairly thick aluminum layer on the underside.
Effectively, until you’re a metals professional and go inspect the factory where the steel is made to see whether or not their manufacturing process creates a pure austenite with out corrosive materials fashioned, you’re not going to know for certain whether or not the craftsmanship of your stainless is of the best quality. I believe your finest guess is to easily purchase excessive-quality stainless-steel from the beginning, from a brand with a status for good quality. But, I think I have discovered one way which you could determine if the stainless cookware you have already got is doubtlessly reactive.

  1. Osborne, Martin J., and Ariel Rubinstein. A Course in Game Theory. Cambridge, MA: MIT, 1994. Print.
  2. Schelling, Thomas, The Strategy of Conflict, copyright 1960, 1980, Harvard University Press, ISBN 0-674-84031-3.
  3. G. De Fraja, T. Oliveira, L. Zanchi (2010), 'Must Try Harder: Evaluating the Role of Effort in Educational Attainment'. "The Review of Economis and Statistics" 92:3. pp. 577-597
  4. Game Theory and the Politics of Global Warming: the State of Play and Beyond Hugh Ward, Political Studies, Volume 44, Issue 5, pages 850–871, December 1996
  5. P. Chiappori, S. Levitt, and T. Groseclose (2002), 'Testing Mixed-Strategy Equilibria When Players Are Heterogeneous: The Case of Penalty Kicks in Soccer'. American Economic Review 92, pp. 1138-51.
  6. Cournot A. (1838) Researches on the Mathematical Principles of the Theory of Wealth
  7. J. Von Neumann, O. Morgenstern, Theory of Games and Economic Behavior, copyright 1944, 1953, Princeton University Press
  8. 8.0 8.1 Template:Cite web
  9. 9.0 9.1 Many property agents need to declare for the PIC grant in Singapore. However, not all of them know find out how to do the correct process for getting this PIC scheme from the IRAS. There are a number of steps that you need to do before your software can be approved.

    Naturally, you will have to pay a safety deposit and that is usually one month rent for annually of the settlement. That is the place your good religion deposit will likely be taken into account and will kind part or all of your security deposit. Anticipate to have a proportionate amount deducted out of your deposit if something is discovered to be damaged if you move out. It's best to you'll want to test the inventory drawn up by the owner, which can detail all objects in the property and their condition. If you happen to fail to notice any harm not already mentioned within the inventory before transferring in, you danger having to pay for it yourself.

    In case you are in search of an actual estate or Singapore property agent on-line, you simply should belief your intuition. It's because you do not know which agent is nice and which agent will not be. Carry out research on several brokers by looking out the internet. As soon as if you end up positive that a selected agent is dependable and reliable, you can choose to utilize his partnerise in finding you a home in Singapore. Most of the time, a property agent is taken into account to be good if he or she locations the contact data on his website. This may mean that the agent does not mind you calling them and asking them any questions relating to new properties in singapore in Singapore. After chatting with them you too can see them in their office after taking an appointment.

    Have handed an trade examination i.e Widespread Examination for House Brokers (CEHA) or Actual Property Agency (REA) examination, or equal; Exclusive brokers are extra keen to share listing information thus making certain the widest doable coverage inside the real estate community via Multiple Listings and Networking. Accepting a severe provide is simpler since your agent is totally conscious of all advertising activity related with your property. This reduces your having to check with a number of agents for some other offers. Price control is easily achieved. Paint work in good restore-discuss with your Property Marketing consultant if main works are still to be done. Softening in residential property prices proceed, led by 2.8 per cent decline within the index for Remainder of Central Region

    Once you place down the one per cent choice price to carry down a non-public property, it's important to accept its situation as it is whenever you move in – faulty air-con, choked rest room and all. Get round this by asking your agent to incorporate a ultimate inspection clause within the possibility-to-buy letter. HDB flat patrons routinely take pleasure in this security net. "There's a ultimate inspection of the property two days before the completion of all HDB transactions. If the air-con is defective, you can request the seller to repair it," says Kelvin.

    15.6.1 As the agent is an intermediary, generally, as soon as the principal and third party are introduced right into a contractual relationship, the agent drops out of the image, subject to any problems with remuneration or indemnification that he could have against the principal, and extra exceptionally, against the third occasion. Generally, agents are entitled to be indemnified for all liabilities reasonably incurred within the execution of the brokers´ authority.

    To achieve the very best outcomes, you must be always updated on market situations, including past transaction information and reliable projections. You could review and examine comparable homes that are currently available in the market, especially these which have been sold or not bought up to now six months. You'll be able to see a pattern of such report by clicking here It's essential to defend yourself in opposition to unscrupulous patrons. They are often very skilled in using highly unethical and manipulative techniques to try and lure you into a lure. That you must also protect your self, your loved ones, and personal belongings as you'll be serving many strangers in your home. Sign a listing itemizing of all of the objects provided by the proprietor, together with their situation. HSR Prime Recruiter 2010
  10. Many property agents need to declare for the PIC grant in Singapore. However, not all of them know find out how to do the correct process for getting this PIC scheme from the IRAS. There are a number of steps that you need to do before your software can be approved.

    Naturally, you will have to pay a safety deposit and that is usually one month rent for annually of the settlement. That is the place your good religion deposit will likely be taken into account and will kind part or all of your security deposit. Anticipate to have a proportionate amount deducted out of your deposit if something is discovered to be damaged if you move out. It's best to you'll want to test the inventory drawn up by the owner, which can detail all objects in the property and their condition. If you happen to fail to notice any harm not already mentioned within the inventory before transferring in, you danger having to pay for it yourself.

    In case you are in search of an actual estate or Singapore property agent on-line, you simply should belief your intuition. It's because you do not know which agent is nice and which agent will not be. Carry out research on several brokers by looking out the internet. As soon as if you end up positive that a selected agent is dependable and reliable, you can choose to utilize his partnerise in finding you a home in Singapore. Most of the time, a property agent is taken into account to be good if he or she locations the contact data on his website. This may mean that the agent does not mind you calling them and asking them any questions relating to new properties in singapore in Singapore. After chatting with them you too can see them in their office after taking an appointment.

    Have handed an trade examination i.e Widespread Examination for House Brokers (CEHA) or Actual Property Agency (REA) examination, or equal; Exclusive brokers are extra keen to share listing information thus making certain the widest doable coverage inside the real estate community via Multiple Listings and Networking. Accepting a severe provide is simpler since your agent is totally conscious of all advertising activity related with your property. This reduces your having to check with a number of agents for some other offers. Price control is easily achieved. Paint work in good restore-discuss with your Property Marketing consultant if main works are still to be done. Softening in residential property prices proceed, led by 2.8 per cent decline within the index for Remainder of Central Region

    Once you place down the one per cent choice price to carry down a non-public property, it's important to accept its situation as it is whenever you move in – faulty air-con, choked rest room and all. Get round this by asking your agent to incorporate a ultimate inspection clause within the possibility-to-buy letter. HDB flat patrons routinely take pleasure in this security net. "There's a ultimate inspection of the property two days before the completion of all HDB transactions. If the air-con is defective, you can request the seller to repair it," says Kelvin.

    15.6.1 As the agent is an intermediary, generally, as soon as the principal and third party are introduced right into a contractual relationship, the agent drops out of the image, subject to any problems with remuneration or indemnification that he could have against the principal, and extra exceptionally, against the third occasion. Generally, agents are entitled to be indemnified for all liabilities reasonably incurred within the execution of the brokers´ authority.

    To achieve the very best outcomes, you must be always updated on market situations, including past transaction information and reliable projections. You could review and examine comparable homes that are currently available in the market, especially these which have been sold or not bought up to now six months. You'll be able to see a pattern of such report by clicking here It's essential to defend yourself in opposition to unscrupulous patrons. They are often very skilled in using highly unethical and manipulative techniques to try and lure you into a lure. That you must also protect your self, your loved ones, and personal belongings as you'll be serving many strangers in your home. Sign a listing itemizing of all of the objects provided by the proprietor, together with their situation. HSR Prime Recruiter 2010
  11. Many property agents need to declare for the PIC grant in Singapore. However, not all of them know find out how to do the correct process for getting this PIC scheme from the IRAS. There are a number of steps that you need to do before your software can be approved.

    Naturally, you will have to pay a safety deposit and that is usually one month rent for annually of the settlement. That is the place your good religion deposit will likely be taken into account and will kind part or all of your security deposit. Anticipate to have a proportionate amount deducted out of your deposit if something is discovered to be damaged if you move out. It's best to you'll want to test the inventory drawn up by the owner, which can detail all objects in the property and their condition. If you happen to fail to notice any harm not already mentioned within the inventory before transferring in, you danger having to pay for it yourself.

    In case you are in search of an actual estate or Singapore property agent on-line, you simply should belief your intuition. It's because you do not know which agent is nice and which agent will not be. Carry out research on several brokers by looking out the internet. As soon as if you end up positive that a selected agent is dependable and reliable, you can choose to utilize his partnerise in finding you a home in Singapore. Most of the time, a property agent is taken into account to be good if he or she locations the contact data on his website. This may mean that the agent does not mind you calling them and asking them any questions relating to new properties in singapore in Singapore. After chatting with them you too can see them in their office after taking an appointment.

    Have handed an trade examination i.e Widespread Examination for House Brokers (CEHA) or Actual Property Agency (REA) examination, or equal; Exclusive brokers are extra keen to share listing information thus making certain the widest doable coverage inside the real estate community via Multiple Listings and Networking. Accepting a severe provide is simpler since your agent is totally conscious of all advertising activity related with your property. This reduces your having to check with a number of agents for some other offers. Price control is easily achieved. Paint work in good restore-discuss with your Property Marketing consultant if main works are still to be done. Softening in residential property prices proceed, led by 2.8 per cent decline within the index for Remainder of Central Region

    Once you place down the one per cent choice price to carry down a non-public property, it's important to accept its situation as it is whenever you move in – faulty air-con, choked rest room and all. Get round this by asking your agent to incorporate a ultimate inspection clause within the possibility-to-buy letter. HDB flat patrons routinely take pleasure in this security net. "There's a ultimate inspection of the property two days before the completion of all HDB transactions. If the air-con is defective, you can request the seller to repair it," says Kelvin.

    15.6.1 As the agent is an intermediary, generally, as soon as the principal and third party are introduced right into a contractual relationship, the agent drops out of the image, subject to any problems with remuneration or indemnification that he could have against the principal, and extra exceptionally, against the third occasion. Generally, agents are entitled to be indemnified for all liabilities reasonably incurred within the execution of the brokers´ authority.

    To achieve the very best outcomes, you must be always updated on market situations, including past transaction information and reliable projections. You could review and examine comparable homes that are currently available in the market, especially these which have been sold or not bought up to now six months. You'll be able to see a pattern of such report by clicking here It's essential to defend yourself in opposition to unscrupulous patrons. They are often very skilled in using highly unethical and manipulative techniques to try and lure you into a lure. That you must also protect your self, your loved ones, and personal belongings as you'll be serving many strangers in your home. Sign a listing itemizing of all of the objects provided by the proprietor, together with their situation. HSR Prime Recruiter 2010
  12. T. L. Turocy, B. Von Stengel, Game Theory, copyright 2001, Texas A&M University, London School of Economics, pages 141-144. Template:Reference necessary – it can be represented as a strategy complying with his original conditions for a game with a NE. Such games may not have unique NE, but at least one of the many equilibrium strategies would be played by hypothetical players having perfect knowledge of all Template:Reference necessary.
  13. J. C. Cox, M. Walker, Learning to Play Cournot Duoploy Strategies, copyright 1997, Texas A&M University, University of Arizona, pages 141-144
  14. Fudenburg, Drew, and Jean Tirole. Game Theory: Massachusetts Institute of Technology, 1991.