中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
Optimal Budget Allocation Across Search Advertising Markets

文献类型:期刊论文

作者Yang, Yanwu1; Zeng, Daniel2,3; Yang, Yinghui4; Zhang, Jie5
刊名INFORMS JOURNAL ON COMPUTING
出版日期2015-03-01
卷号27期号:2页码:285-300
关键词sponsored search budget allocation budget strategy search markets
英文摘要One critical operational decision facing online advertisers when they engage in sponsored search advertising is concerned with the allocation of a limited advertising budget. In particular, dealing with multi-keyword search markets over multiple decision periods poses significant decision-making challenges. In this paper, we develop a novel budget allocation optimization model with multiple search advertising markets and a finite time horizon. One key element of our modeling work is developing a customized advertising response function when considering distinctive features of sponsored search, including the quality score and the dynamic advertising effort. We derive a feasible solution to our budget model and study its properties. Computational experiments are conducted on real-world data to evaluate our budget model and perform parameter sensitivity analysis. Experimental results indicate that our budget allocation strategy significantly outperforms several baseline strategies. In addition, the identified properties derived from the solution process illuminate critical managerial insights for advertisers in sponsored search.
WOS标题词Science & Technology ; Technology
类目[WOS]Computer Science, Interdisciplinary Applications ; Operations Research & Management Science
研究领域[WOS]Computer Science ; Operations Research & Management Science
关键词[WOS]SPONSORED SEARCH ; MODEL ; OPTIMIZATION ; DECISION ; DUOPOLY ; MEDIA
收录类别SCI ; SSCI
语种英语
WOS记录号WOS:000355224700007
公开日期2015-09-22
源URL[http://ir.ia.ac.cn/handle/173211/7926]  
专题自动化研究所_复杂系统管理与控制国家重点实验室_互联网大数据与安全信息学研究中心
作者单位1.Huazhong Univ Sci & Technol, Sch Management, Wuhan 430074, Peoples R China
2.Chinese Acad Sci, Inst Automat, Beijing 100190, Peoples R China
3.Univ Arizona, Dept Management Informat Syst, Tucson, AZ 85721 USA
4.Univ Calif Davis, Grad Sch Management, Davis, CA 95616 USA
5.Chinese Acad Sci, Inst Automat, Beijing 100190, Peoples R China
推荐引用方式
GB/T 7714
Yang, Yanwu,Zeng, Daniel,Yang, Yinghui,et al. Optimal Budget Allocation Across Search Advertising Markets[J]. INFORMS JOURNAL ON COMPUTING,2015,27(2):285-300.
APA Yang, Yanwu,Zeng, Daniel,Yang, Yinghui,&Zhang, Jie.(2015).Optimal Budget Allocation Across Search Advertising Markets.INFORMS JOURNAL ON COMPUTING,27(2),285-300.
MLA Yang, Yanwu,et al."Optimal Budget Allocation Across Search Advertising Markets".INFORMS JOURNAL ON COMPUTING 27.2(2015):285-300.

入库方式: OAI收割

来源:自动化研究所

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