Download Autonomous Bidding Agents: Strategies and Lessons from the by Michael P. Wellman PDF

By Michael P. Wellman

E-commerce more and more presents possibilities for self sustaining bidding brokers: laptop courses that bid in digital markets with out direct human intervention. computerized bidding options for an public sale of a unmarried strong with a identified valuation are particularly uncomplicated; designing options for simultaneous auctions with interdependent valuations is a extra complicated project. This ebook offers algorithmic advances and method rules inside an built-in bidding agent structure that experience emerged from fresh paintings during this fast-growing sector of study in academia and undefined. The authors research a number of novel bidding methods that built from the buying and selling Agent pageant (TAC), held each year due to the fact that 2000. The benchmark problem for competing agents--to purchase and promote a number of items with interdependent valuations in simultaneous auctions of other types--encourages rivals to use leading edge recommendations to a standard job. The booklet strains the evolution of TAC and follows chosen brokers from perception via numerous competitions, providing and interpreting specified algorithms constructed for self sufficient bidding. self sufficient Bidding brokers offers the 1st built-in remedy of tools during this swiftly constructing area of AI. The authors--who brought TAC and created a few of its such a lot profitable agents--offer either an summary of present examine and new effects. Michael P. Wellman is Professor of desktop technological know-how and Engineering and member of the factitious Intelligence Laboratory on the collage of Michigan, Ann Arbor. Amy Greenwald is Assistant Professor of computing device technological know-how at Brown college. Peter Stone is Assistant Professor of computing device Sciences, Alfred P. Sloan study Fellow, and Director of the educational brokers crew on the collage of Texas, Austin. he's the recipient of the overseas Joint convention on man made Intelligence (IJCAI) 2007 pcs and concept Award.

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Additional resources for Autonomous Bidding Agents: Strategies and Lessons from the Trading Agent Competition

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RoxyBot dominated this stage of the competition, in part because of its software stability, but even more so because of its new approach to bidding based on distributional price information. The final outcome confirmed the preliminary results. Half a decade in the laboratory spent searching for bidding heuristics that can exploit stochastic information at reasonable computational expense finally bore fruit, as RoxyBot emerged victorious in TAC-06. The “secret” of RoxyBot-06’s success, namely the SAA* bidding heuristic, is revealed in Chapter 5.

Half a decade in the laboratory spent searching for bidding heuristics that can exploit stochastic information at reasonable computational expense finally bore fruit, as RoxyBot emerged victorious in TAC-06. The “secret” of RoxyBot-06’s success, namely the SAA* bidding heuristic, is revealed in Chapter 5. But before we get to that point, we must present some prerequisite concepts and techniques, themselves the ingredients of success for RoxyBot-00 and several other TAC agents throughout the years.

3, several TAC-00 agents entered bids on this basis, causing hotel prices to escalate wildly in that tournament. This phenomenon was less common following the TAC-01 rule change whereby hotel auctions closed successively at one-minute intervals, although many agents continued to base their bids on marginal values. Since it is defined with respect to a fixed collection of other goods, marginal value accounts for complementarity or substitutability among the goods. When an agent bids for a particular good, however, it is generally uncertain about the outcome of bidding in other markets, and so a marginal value with respect to a particular set of projected holdings is an estimate at best.

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