Probability and expected utility, Game Theory

Assignment Help:

PROBABILITY AND EXPECTED UTILITY

Most students know the elementary combinatorial rules for probability algebra and need only a refresher with some exam- ples. We have used card examples; you can easily construct similar ones with coins or dice.

The concept of risk aversion is simple at an intuitive level, but its treatment using expected utility can be difficult to get across. We have found it useful to involve the students. Take a particular utility function, say the logarithmic, and calculate the sure prospect that gives the same utility as the expected utility of a particular lottery. The logarithmic utility function is shown in the diagram below, with payoffs on the vertical axis representing the log of the dollar amount on the horizontal axis:

1882_probability and expected utility.png

In this case, U(10) = 1 and U(100) = 2. One possible lottery to consider might be that in which there is a 50-50 chance of getting 10 or 100 (55 on average). With risk aversion, U(0.5 ´ 10 + 0.5 ´ 100) = 1.74 > 0.5 ´ U(10) +  0.5 ´ U(100). Rather, 0.5 ´ U(10) + 0.5 ´ U(100) = 1.5 = U(31.6). Thus, $31.60 gives the same amount of utility as the 50-50 lottery between $10 and $100 under  this utility function. Now ask for a vote on how many students would accept the sure  prospect  ($31.60)  and  how  many  the  lottery  (50% chance of $10 and 50% chance of $100). If a majority would accept the sure prospect, say, "Most of you seem more risk- averse than  this. Let us try a more concave function, say U(x) = -1/x" and repeat the experiment. You can use this process to try to find the risk aversion of the median student.

A few students get sufficiently intrigued by this to want more. If your class gets interested, and if you have time, you can talk about the history of the subject (St. Petersburg para- dox and all that) or about the recent work in psychology and economic theory on non-expected-utility approaches. For a discussion of the St. Petersburg paradox, or consider using the following simple example of the Allais paradox that can help students see that they do not always make choices consistent with maximizing their expected utility.

Describe first a choice between two lotteries: Lottery A pays $3,000 with probability 1 and Lottery B pays $0 with probability 0.2 and $4,000 with probability 0.8. Ask stu- dents to choose which lottery they would prefer to enter at a price of zero (and ask them to make note of their choices). Most choose A over B. Then describe a choice between two different lotteries: Lottery C pays $0 with probability 0.8 and

$4,000 with probability 0.2; Lottery D pays $0 with proba- bility 0.75 and $3,000 with probability 0.25. Again ask students to pick. Most choose C over D.

Now consider how the paired choices fit with the idea that people maximize expected utility. Set U(0) = 0. For those who chose A and C, this implies that EU(A) > EU(B) or that 1U(3,000) > 0.8U(4,000); but choosing C implies that EU(C) > EU(D) or that 0.2U(4,000) > 0.25U(3,000). The latter is equivalent to 0.8U(4,000) > 1U(3,000). This is in direct contradiction to the implication made when choos- ing A over B. Similar calculations can be used to show that those who choose B and D also violate the expected utility hypothesis. The choices of both A and D, or both B and C are consistent with maximization of expected utility.


Related Discussions:- Probability and expected utility

NAsh equilibrium, Consider a game in which player 1 chooses rows, player 2 ...

Consider a game in which player 1 chooses rows, player 2 chooses columns and player 3 chooses matrices. Only Player 3''s payoffs are given below. Show that D is not a best response

Nash equilibrium, A Nash equilibrium, named when John Nash, may be a set of...

A Nash equilibrium, named when John Nash, may be a set of methods, one for every player, such that no player has incentive to unilaterally amendment her action. Players are in equi

Perfect data, A sequential game is {one of|one among|one in all|one amongst...

A sequential game is {one of|one among|one in all|one amongst|one in each of} excellent data if just one player moves at a time and if every player is aware of each action of the p

Maximization problem, Two individuals (i ∈ {1, 2}) work independently on a ...

Two individuals (i ∈ {1, 2}) work independently on a joint project. They each independently decide how much e ort ei they put. E ort choice has to be any real number between 0 and

Strategy, A strategy defines a collection of moves or actions a player can ...

A strategy defines a collection of moves or actions a player can follow in a very given game. a method should be complete, defining an action in each contingency, together with peo

Game of nim, Matches or different objects are organized in 2 or a lot of pi...

Matches or different objects are organized in 2 or a lot of piles. Players alternate removing some or all of the matches from anyone pile. The player to get rid of the last match w

Identify the pure strategy equilibria, Consider the following three games (...

Consider the following three games (Chicken, Matching Pennies, Stag Hunt): Chicken Player 2 Player 1 D V D -100;-100 10;-10 V -10; 10 -1;-1 Matching Pennies Pla

Blind auction, Another term for a preserved bid auction in which bidders si...

Another term for a preserved bid auction in which bidders simultaneously submit bids to the auctioneer with no knowledge of the amount bid by other member. Usually, the uppermost b

Auctions, what will be the best strategy for a bidder in an auction compris...

what will be the best strategy for a bidder in an auction comprised of four bidders?

Trigger strategy, A strategy sometimes applied to repeated prisoner's dilem...

A strategy sometimes applied to repeated prisoner's dilemmas during which a player begins by cooperating however defects to cheating for a predefined amount of your time as a respo

Write Your Message!

Captcha
Free Assignment Quote

Assured A++ Grade

Get guaranteed satisfaction & time on delivery in every assignment order you paid with us! We ensure premium quality solution document along with free turntin report!

All rights reserved! Copyrights ©2019-2020 ExpertsMind IT Educational Pvt Ltd