To Broad-Match or Not to Broad-Match : An Auctioneer's Dilemma ?

We initiate the study of an interesting aspect of sponsored search advertising, namely the consequences of broad match-a feature where an ad of an advertiser can be mapped to a broader range of relevant queries, and not necessarily to the particular keyword(s) that ad is associated with. Starting with a very natural setting for strategies available to the advertisers, and via a careful look through the algorithmic lens, we first propose solution concepts for the game originating from the strategic behavior of advertisers as they try to optimize their budget allocation across various keywords. Next, we consider two broad match scenarios based on factors such as information asymmetry between advertisers and the auctioneer, and the extent of auctioneer's control on the budget splitting. In the first scenario, the advertisers have the full information about broad match and relevant parameters, and can reapportion their own budgets to utilize the extra information; in particular, the auctioneer has no direct control over budget splitting. We show that, the same broad match may lead to different equilibria, one leading to a revenue improvement, whereas another to a revenue loss. This leaves the auctioneer in a dilemma - whether to broad-match or not. This motivates us to consider another broad match scenario, where the advertisers have information only about the current scenario, and the allocation of the budgets unspent in the current scenario is in the control of the auctioneer. We observe that the auctioneer can always improve his revenue by judiciously using broad match. Thus, information seems to be a double-edged sword for the auctioneer.

[1]  David P. Williamson,et al.  An adaptive algorithm for selecting profitable keywords for search-based advertising services , 2006, EC '06.

[2]  Eugene L. Lawler,et al.  Parameterized Approximation Scheme for the Multiple Knapsack Problem , 2009, SIAM J. Comput..

[3]  Jon Feldman,et al.  Budget optimization in search-based advertising auctions , 2006, EC '07.

[4]  Aranyak Mehta,et al.  AdWords and generalized on-line matching , 2005, 46th Annual IEEE Symposium on Foundations of Computer Science (FOCS'05).

[5]  Vwani P. Roychowdhury,et al.  Capacity Constraints and the Inevitability of Mediators in Adword Auctions , 2007, WINE.

[6]  Tim Roughgarden,et al.  Selfish routing and the price of anarchy , 2005 .

[7]  S. Muthukrishnan,et al.  Stochastic Models for Budget Optimization in Search-Based Advertising , 2006, Algorithmica.

[8]  Tim Roughgarden,et al.  Computing equilibria in multi-player games , 2005, SODA '05.

[9]  Rica Gonen,et al.  An incentive-compatible multi-armed bandit mechanism , 2007, PODC '07.

[10]  Sébastien Lahaie,et al.  An analysis of alternative slot auction designs for sponsored search , 2006, EC '06.

[11]  Vwani P. Roychowdhury,et al.  Exploration via design and the cost of uncertainty in keyword auctions , 2007, ArXiv.

[12]  C. Papadimitriou Algorithmic Game Theory: The Complexity of Finding Nash Equilibria , 2007 .

[13]  Benjamin Edelman,et al.  Strategic bidder behavior in sponsored search auctions , 2007, Decis. Support Syst..

[14]  Oscar H. Ibarra,et al.  Fast Approximation Algorithms for the Knapsack and Sum of Subset Problems , 1975, JACM.

[15]  John Langford,et al.  Maintaining Equilibria During Exploration in Sponsored Search Auctions , 2010, Algorithmica.

[16]  Claire Mathieu,et al.  Greedy bidding strategies for keyword auctions , 2007, EC '07.

[17]  Vijay V. Vazirani,et al.  Approximation Algorithms , 2001, Springer Berlin Heidelberg.

[18]  Nicole Immorlica,et al.  Dynamics of bid optimization in online advertisement auctions , 2007, WWW '07.

[19]  Kenneth Steiglitz,et al.  Combinatorial Optimization: Algorithms and Complexity , 1981 .

[20]  David M. Pennock,et al.  Revenue analysis of a family of ranking rules for keyword auctions , 2007, EC '07.

[21]  Vwani P. Roychowdhury,et al.  Diversification in the internet economy: the role of for-profit mediators , 2007, SECO.

[22]  Ashish Goel,et al.  Truthful auctions for pricing search keywords , 2006, EC '06.