A Combinational Optimization Approach for Advertising Budget Allocation

被引:4
作者
Kong, Deguang [1 ]
Fan, Xiannian [1 ]
Shmakov, Konstantin [1 ]
Yang, Jian [1 ]
机构
[1] Oath, Yahoo Res, 701 1st Ave, Sunnyvale, CA 94086 USA
来源
COMPANION PROCEEDINGS OF THE WORLD WIDE WEB CONFERENCE 2018 (WWW 2018) | 2018年
关键词
Advertising; Optimization; Bidding;
D O I
10.1145/3184558.3186925
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Bid optimization, which aims to find the competitive bid to achieve the best performance for the advertiser, is an important problem in online advertising. The optimal bid recommendation enables the advertisers to make informed decisions without actually spending the budget. In this paper, we consider a bid optimization scenario that the advertiser's budget can be split across multiple campaigns. To achieve the optimal performance, we formalize the bid optimization problem as a constraint combinational optimization problem, and derive an effective method to solve it. Experiment studies on real-world ad campaigns demonstrate the effectiveness of our method.
引用
收藏
页码:53 / 54
页数:2
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