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We propose a 2-stage stochastic programming formulation for the design of a priori delivery routes and time slot assignments and a sample average approximation algorithm for its solution. If efficiency additionally takes into account the utility losses of bidders whose reservation was canceled, we present that our mechanism matches (for acceptable values of the parameters) an higher sure on the competitive ratio of any deterministic online algorithm. The mechanism as well as has optimization guarantees. Its income is inside a continuing fraction of the a posteriori revenue of the Vickrey-Clarke-Groves (VCG) mechanism which is thought to be truthful (in the offline case). Our foremost result's an online mechanism for allocation and pricing in this model with many desirable game-theoretic properties. However, media publishers (sellers) signify an enormous and various stock, and they too search automated, online mechanisms for pricing and allocating such reservations. Many advertisers (bidders) use Internet programs to purchase show commercials on publishers’ webpages or on conventional media reminiscent of radio, Tv and newsprint. The better a present's ratings, the extra advertisers are keen to spend to get their commercials in entrance of many, many eyes.



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