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    <br> We propose a 2-stage stochastic programming formulation for the design of a priori supply routes and time slot assignments and a sample average approximation algorithm for its resolution. If efficiency additionally takes into account the utility losses of bidders whose reservation was canceled, we show that our mechanism matches (for applicable values of the parameters) an higher certain on the competitive ratio of any deterministic on-line algorithm. The mechanism in addition has optimization guarantees. Its income is within a continuing fraction of the a posteriori revenue of the Vickrey-Clarke-Groves (VCG) mechanism which is known to be truthful (in the offline case). Our main result is a web-based mechanism for allocation and pricing on this model with many fascinating game-theoretic properties. Then again, media publishers (sellers) represent an unlimited and various inventory, and so they too search automated, online mechanisms for pricing and allocating such reservations. Many advertisers (bidders) use Internet techniques to buy show advertisements on publishers’ webpages or on traditional media comparable to radio, Tv and newsprint. The better a present’s scores, the more advertisers are prepared to spend to get their commercials in front of many, many eyes.<br>

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