Efficient advert assignment
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Kelly, F., Key, P., & Walton, N. (2016). Efficient advert assignment. Operations Research, 64 (4), 822-837. https://doi.org/10.1287/opre.2016.1519
We develop a framework for the analysis of large-scale ad auctions where adverts are assigned over a continuum of search types. For this pay-per-click market, we provide an efficient mechanism that maximizes social welfare. In particular, we show that the social welfare optimization can be solved in separate optimizations conducted on the time scales relevant to the search platform and advertisers. Here, on each search occurrence, the platform solves an assignment problem and, on a slower time scale, each advertiser submits a bid that matches its demand for click-throughs with supply. Importantly, knowledge of global parameters, such as the distribution of search terms, is not required when separating the problem in this way. Exploiting the information asymmetry between the platform and advertiser, we describe a simple mechanism that incentivizes truthful bidding, has a unique Nash equilibrium that is socially optimal, and thus implements our decomposition. Further, we consider models where advertisers adapt their bids smoothly over time and prove convergence to the solution that maximizes social welfare. Finally, we describe several extensions that illustrate the flexibility and tractability of our framework.
sponsored search, VCG mechanism, decomposition, auction, social welfare optimization
The research of Neil Walton was funded by the VENI research programme, which is financed by the Netherlands Organisation for Scientific Research (NWO).
External DOI: https://doi.org/10.1287/opre.2016.1519
This record's URL: https://www.repository.cam.ac.uk/handle/1810/264746