Title: COS 444 Internet Auctions: Theory and Practice
1COS 444 Internet AuctionsTheory and Practice
Spring 2009 Ken Steiglitz
ken_at_cs.princeton.edu
2Theory
- Order statistics
- pdf of k-th highest
- cdf of k-th highest
- Application to revenue calculation
3pdf of k-th largest
ways
n choices for which drawn
n f(x) dx
4(No Transcript)
5German tank problem
Suppose tank numbers are sequential real numbers
uniform on 0,N. We capture k tanks. The
expected max of k samples is
So a reasonable estimate is
(when values are integers, subtract 1)
6Theory
- Order statistics
- pdf of k-th highest
- cdf of k-th highest
- Simple equilibrium calculation
7Quick and dirty equilibrium calculation for FP
with iid uniform values
First price, n bidders Suppose everyone else bids
?vi
Differentiate wrt b, set to 0 ? b
(1-1/n)v1
(checks )
so ? (1-1/n) works as equilibrium
8Theory
- Order statistics
- pdf of k-th highest
- cdf of k-th highest
- Simple equilibrium calculation
- Revenue equivalence w. uniform vs
9Revenue equivalence of FP SP, uniform
- SP
- Eprice paid EY2 (n-1)/(n1)
- Evalue of winner EY1 n/(n1)
- Esurplus of winner difference 1/(n1)
- FP
- Equil. Bid is v(n-1)/n
- Esurplus of winner Evmax/n 1/(n1)
10New directions Sociology
- M. Shohat and J. Musch Online auctions as a
research tool A field experiment on ethnic
discrimination Swiss Journal of Psychology 62
(2), 2003, 139-145
11Shohat Musch 03 typical field experiment
methodology
- Parallel items sold (30 DVDs), once with each
experimental variable (mehmet.orgum vs.
michael.ottersbach) and all other variables
controlled as equal or randomized. - Eg., Mehmet auctioned one randomly chosen half
(A) the first week, and the other half (B) the
second week Michael auctioned B the first week
and A the second.
12Shohat Musch 03 typical field experiment
methodology
- Other variables controlled as carefully as
possible (for example, DVDs not shipped first
week, so no feedback appeared for either
seller) - Statistical tests of results (usually probability
of observing results assuming null hypothesis gt
95)
13Shohat Musch 03 typical field experiment
methodology
- Discussion, interpretation
- Alternative explanations (not high enough
financial risk not social setting Mehmet not
recognized as Turk presentation might have
seemed German (!) buyers may turn to Turkish
sellers only after not finding it from a German
seller, etc.) - Other work
14Shohat Musch 03 typical field experiment
methodology
- Privacy, ethics
- Buyers not informed, no consent!
- Data hidden after experiment (make profile
private, anonymity guaranteed) - Experiments kept within rules (no surveys, eg)
- Deals kept scrupulously honest
15Field experiments Testing theory
- LR 99 tests FP-Dutch and SP-English revenue
equivalence online (pre-eBay) - Katkar-LR 00 tests public vs. secret reserve on
eBay - LR 00 tests effects of reserves in FP online
(pre-eBay)
16Lucking-Reiley 99Magic on the internet(his PhD
dissertation)
- Pre-eBay
- Tests revenue equivalence
- FPDutch and
- SPEnglish
17LR 99 (cont)
- Newsgroup rec.games.deckmaster, now an
impossible experiment. - 1995 6000 messages/week, highest volume on the
internet. 90 Magic cards. - Variety of auctions observed, all but Vickrey
- Sold matched pairs, first with FP first, then
Dutch then with Dutch first, then FP. Similarly
for English-SP. - Experiments were profitable1600 purchase sold
for 2000.
18LR 99 (cont)
- Results
- Revenue in Dutch gt FP by 30
- (opposite to lab experiments)
- Explain! (while strategically
- equilvalent)
- Revenue in English SP (while
- weakly strategically equivalent)
- Revenue equivalence between
- pairs left open
19Field results (summary of some results)
- LR 99 Revenue English SP,
- Dutch gt FP
- LR 00 open reserve in FP auctions reduces no. of
bidders, reduces probsell , increases revenue
conditional on selling total revenue? - Katkar-LR 00 open reserve increases probsell
and revenue---relative to secret reserve (eBay)