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Game Theory and the Design of Electronic Markets

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In 1997, Overture (now Yahoo Search Marketing) launched an innovative framework. ... The major disadvantage of Overture (Yahoo's) auction design was the winning bids ... – PowerPoint PPT presentation

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Title: Game Theory and the Design of Electronic Markets


1
Game Theory and the Design of Electronic Markets
  • Sriharsha Hammika

2
Game Theory!!!
  • Game Theory is not about the usual computer
    games.
  • Game theory is the study of decision making among
    multiple agents (human or software).
  • Decisions are made in order to maximize the
    returns.
  • In a game the decision of all agents jointly
    determine the outcome.
  • Agents may be individuals, groups, firms or any
    combination of these.

3
History of Game Theory
  • John Von Neumann 1903 1957.
  • Book - Theory of Games and Economic Behavior.
  • John Forbes Nash 1928
  • Popularized Game Theory with his Nash Equilibrium
    (won Noble prize).
  • A Beautiful Mind movie.

4
Game Theory
  • Games are well-defined mathematical models.
  • Game consists of a set of players and a set of
    moves.
  • Types of Games
  • Symmetric and Asymmetric
  • Zero sum and non-zero sum
  • Simultaneous and sequential
  • Perfect Information and imperfect information
  • Infinitely long games

5
Types of Games
  • Symmetric
  • Payoffs for a particular strategy depend only on
    other strategies employed.
  • Payoffs do not depend on the person playing the
    game.
  • Chicken, Prisoners dilemma
  • Asymmetric
  • No identical strategy set for both the players
  • Payoffs depend on the person playing the game

6
Types of Games
  • Zero sum
  • Special case of constant sum games.
  • Choices by players can neither increase nor
    decrease the available resources.
  • Poker
  • Non-zero sum
  • Most of the games studied by game theorists are
    non-zero sum.
  • Some outcomes have net results greater than or
    less than zero.

7
Types of Games
  • Simultaneous
  • Both players move simultaneously
  • Later player is not aware of earlier players
    actions
  • Sequential
  • Also called as dynamic games
  • Players have knowledge (maybe little) about other
    players actions.

8
Types of Games
  • Perfect Information
  • All players know the moves previously made by all
    other players.
  • Only sequential games can be games of perfect
    information
  • Chess
  • Imperfect Information
  • Players do not know the previous moves of other
    players

9
Uses of Game Theory
  • Political Science
  • Economics and Business
  • Biology
  • Computer Science and Logic
  • Philosophy
  • Sociology
  • and many other fields

10
Auctions
  • An Auction is the process of buying and selling
    things by offering them up for bid, taking bids
    and then selling it to the highest bidder.
  • Can be of two types
  • Reserve Auctions
  • Minimum reserve amount
  • Absolute Auctions
  • No reserve amount

11
Primary Types of Auctions
  • English Auction
  • Used in English Auction Houses.
  • Participants bid openly against each other.
  • Usually has a reserve prize.
  • Auctioned till a buy-out price is reached.
  • Dutch Auction
  • Auctioneer begins with a high asking price.
  • Price lowered until some participant is willing
    to accept the price.

12
Few more types of Auctions
  • Sealed bid first price auction
  • Also known as Sealed High-Bid auction
  • First-Price Sealed Bid Auction ( FPSB ).
  • All bidders submit bids simultaneously.
  • Closed bidding.
  • Sealed bid second price auction
  • Also known as Vickery Auction.
  • Similar to FPSB Auction.
  • Winning bidder pays the second highest bid.

13
Electronic Consumer Auctions
  • Important feature of electronic commerce.
  • Auctions made online and electronically.
  • Amazon, eBay and any online bidding websites.
  • High revenues made by these auctions.

14
eBay
  • Electronic Auction house
  • Founded on September 3, 1995 by programmer Pierre
    Omidyar as Auction Web.
  • Ascending auction which terminates at a fixed
    time.
  • Proxy Bidders are used.
  • Willingness to Pay (WTP).

15
Problem of Sniping in eBay
  • Sniping is a disadvantage of eBay bidding
    strategy.
  • Manual bidders act as snipers.
  • eBay will increase your amount till it reaches
    the WTP.
  • What if all the bidders were snipers???
  • The auction would become similar to sealed bid
    auctions

16
Amazon
  • Implements the going, going, gone feature of live
    auctions.
  • Whenever a bid is cast in the last 10 minutes
    then the bid is extended by another 10 minutes.
  • Sniping is prevented.
  • Amazon style auctions have been observed to be
    more efficient.

17
Sponsored Search Auctions
  • Search engines sell keywords.
  • Before internet the advertising pricing model was
    based on cost per thousand impressions ( CPM ).
  • This model well suited to more traditional media
    such as television, newspapers and magazines.

18
Yahoo!
  • In 1997, Overture (now Yahoo Search Marketing)
    launched an innovative framework.
  • The major features are
  • Each keyword was sold via its own auction (prices
    were as low as lt1 for a single slot).
  • Payment is made on a pay-per-click (PPC) rather
    than a per-impression basis.

19
Yahoo!
  • Many inexpensive, perishable goods namely
    keywords for searches were auctioned.
  • Many positions for the keyword were auctioned.
  • Positions at the top of the page were auctioned
    for more.

20
Yahoo!
  • The mechanism has been characterized as
    generalized first price auction (GFP ).
  • Highest bidder wins the first slot followed by
    the second highest bidder for the next slot and
    so on.
  • The major disadvantage of Overture (Yahoos)
    auction design was the winning bids were posted.
  • This resulted in instability.

21
Instability in Overture design
  • Three bidders A,B,C bidding for three slots.
  • A wins for WTP(A) followed by B then by C.
  • B realizes that only C would be sufficient to
    win slot two and lowers the bid.
  • A realizes that only C2 would be sufficient to
    win slot one and lowers the bid.
  • Now, B can increase the bid to C3 to win slot
    one and A increases his bid
  • This situation continues until B reaches his WTP
    and then he lowers back to C and the cycle
    begins again.

22
Google
  • Google launched its AdWords Select program in
    2000.
  • Google uses Generalized second price auction
    (GSP) mechanism.
  • The highest bidder wins the first slot but pays
    the second highest amount for the first slot.
  • This reduces the instability problem of the GFP
    auction.

23
AdWords
  • Pay Per Click (PPC) instead of CPM.
  • The advertising slots are allocated in the
    decreasing order of revenue rather than
    decreasing order of bids.
  • Revenue is calculated based on the advertisers
    bid amount, expected click through rate.

24
Trading Agent Competition
  • Annual Competition hosted by Association for
    Trading Agent Research.
  • TAC provides means of evaluating and comparing
    research methods in agent based online bidding.
  • Software agents are rapidly replacing humans in
    online auctions.
  • Advantages of using Agents
  • Systematically monitor a wide variety of
    auctions.
  • Make rapid decisions about bidding.
  • Can do this continuously and repetitively without
    losing concentration.

25
TAC
  • Purpose of TAC
  • Evaluate agent strategies in a simulated
    electronic market.
  • Evaluate market designs, given a group of trading
    agents.
  • Two running versions of TAC are
  • TAC Travel
  • TAC Supply Chain Management (SCM).

26
TAC Travel
  • Travel goods (flights, hotels and entertainment
    tickets) are sold.
  • Each agent acts on behalf of one of the clients
    and bids as per the clients preferences.

27
TAC SCM
  • Was designed to capture many of the challenges
    involved in supporting dynamic supply chain
    practices.
  • Agents buy raw materials from suppliers and sell
    finished goods to customers.

28
Conclusion
  • Electronic commerce promises to reshape the
    worlds economy.
  • A lot of research is being made in the field of
    Algorithmic Game Theory.
  • Electronic market mechanisms should be evaluated
    based on game theory prior to their release.
  • Also called as Computational Mechanism design as
    it overlaps with both game theory and computer
    science.
  • Better market designs will do a better job of
    matching buyers and sellers, ultimately enhancing
    the welfare of the society.
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