TY - GEN
T1 - Ad auctions with data
AU - Fu, Hu
AU - Jordan, Patrick
AU - Mahdian, Mohammad
AU - Nadav, Uri
AU - Talgam-Cohen, Inbal
AU - Vassilvitskii, Sergei
PY - 2012
Y1 - 2012
N2 - The holy grail of online advertising is to target users with ads matched to their needs with such precision that the users respond to the ads, thereby increasing both advertisers' and users' value. The current approach to this challenge utilizes information about the users: their gender, their location, the websites they have visited before, and so on. Incorporating this data in ad auctions poses an economic challenge: can this be done in a way that the auctioneer's revenue does not decrease (at least on average)? This is the problem we study in this paper. Our main result is that in Myerson's optimal mechanism, additional data leads to additional revenue. However in simpler auctions, namely the second price auction with reserve prices, there are instances in which additional data decreases the revenue, albeit by only a small constant factor.
AB - The holy grail of online advertising is to target users with ads matched to their needs with such precision that the users respond to the ads, thereby increasing both advertisers' and users' value. The current approach to this challenge utilizes information about the users: their gender, their location, the websites they have visited before, and so on. Incorporating this data in ad auctions poses an economic challenge: can this be done in a way that the auctioneer's revenue does not decrease (at least on average)? This is the problem we study in this paper. Our main result is that in Myerson's optimal mechanism, additional data leads to additional revenue. However in simpler auctions, namely the second price auction with reserve prices, there are instances in which additional data decreases the revenue, albeit by only a small constant factor.
UR - http://www.scopus.com/inward/record.url?scp=84862058946&partnerID=8YFLogxK
U2 - 10.1109/INFCOMW.2012.6193486
DO - 10.1109/INFCOMW.2012.6193486
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AN - SCOPUS:84862058946
SN - 9781467310178
T3 - Proceedings - IEEE INFOCOM
SP - 184
EP - 189
BT - 2012 IEEE Conference on Computer Communications Workshops, INFOCOM WKSHPS 2012
T2 - 2012 IEEE Conference on Computer Communications Workshops, INFOCOM WKSHPS 2012
Y2 - 25 March 2012 through 30 March 2012
ER -