MULTI-DIMENSIONAL ADVERTISEMENT BIDDING An online advertising system receives ads from advertisers, which may also provide associated budgets, time period constraints, impressions goals, and performance weightings for the ads. When an ad is requesting from the advertising system from a client, a bid may be determined for each ad based on the budget associated the ad and/or the impressions goal associated with the ad. Ad performance associated with the ad request may be predicted, and a bid may be determined for each ad based on the performance weightings and the predicted performance associated with the ad request. The bid for an ad may be weighted by the pace of budget consumption by the ad, or by the pace of the ad progressing towards the ad's impression goal. An ad is selected for display to the client from among the one or more ads based on the determined bids for the ads. co < Cl) C:) L - - --- o cnGn C: 0) co E -r9 -9 0~ a) a a), Ec -C.:C, >) a< a) co _0- S.n C) <~ -F 0 a) ( 0 > o~)
Multi-dimensional advertisement bidding