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<br> We suggest a 2-stage stochastic programming formulation for the design of a priori supply routes and time slot assignments and a pattern average approximation algorithm for its solution. If efficiency additionally takes under consideration the utility losses of bidders whose reservation was canceled, we show that our mechanism matches (for acceptable values of the parameters) an upper sure on the competitive ratio of any deterministic online algorithm. The mechanism as well as has optimization guarantees. Its revenue is inside a continuing fraction of the a posteriori revenue of the Vickrey-Clarke-Groves (VCG) mechanism which is understood to be truthful (in the offline case). Our essential result is a web based mechanism for allocation and pricing in this model with many fascinating sport-theoretic properties. Alternatively, media publishers (sellers) symbolize an enormous and various stock, and so they too search automated, on-line mechanisms for pricing and allocating such reservations. Many advertisers (bidders) use Internet programs to purchase show advertisements on publishers’ webpages or on traditional media similar to radio, Tv and newsprint. The better a present’s ratings, the extra advertisers are willing to spend to get their commercials in entrance of many, many eyes.<br>

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