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Related papers: Keyword Optimization in Sponsored Search Advertisi…

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In sponsored search advertising, advertisers need to make a series of keyword decisions. Among them, how to group these keywords to form several adgroups within a campaign is a challenging task, due to the highly uncertain environment of…

Artificial Intelligence · Computer Science 2022-03-07 Huiran Li , Yanwu Yang

In sponsored search advertising (SSA), keywords serve as the basic unit of business model, linking three stakeholders: consumers, advertisers and search engines. This paper presents an overarching framework for keyword decisions that…

Information Retrieval · Computer Science 2023-02-27 Yanwu Yang , Huiran Li

Traditional online advertising systems for sponsored search follow a cascade paradigm with retrieval, pre-ranking,ranking, respectively. Constrained by strict requirements on online inference efficiency, it tend to be difficult to deploy…

Information Retrieval · Computer Science 2023-08-09 Han Xu , Hao Qi , Kunyao Wang , Pei Wang , Guowei Zhang , Congcong Liu , Junsheng Jin , Xiwei Zhao , Zhangang Lin , Jinghe Hu , Jingping Shao

Sponsored search is an indispensable business model and a major revenue contributor of almost all the search engines. From the advertisers' side, participating in ranking the search results by paying for the sponsored search advertisement…

Information Retrieval · Computer Science 2018-03-28 Li He , Liang Wang , Kaipeng Liu , Bo Wu , Weinan Zhang

In sponsored search advertising (SSA), advertisers need to select keywords and determine matching types for selected keywords simultaneously, i.e., keyword targeting. An optimal keyword targeting strategy guarantees reaching the right…

Information Retrieval · Computer Science 2022-10-28 Huiran Li , Yanwu Yang

In sponsored search, keyword recommendations help advertisers to achieve much better performance within limited budget. Many works have been done to mine numerous candidate keywords from search logs or landing pages. However, the strategy…

Information Retrieval · Computer Science 2019-07-23 Zhipeng Li , Jianwei Wu , Lin Sun , Tao Rong

E-commerce sponsored search contributes an important part of revenue for the e-commerce company. In consideration of effectiveness and efficiency, a large-scale sponsored search system commonly adopts a multi-stage architecture. We name…

Information Retrieval · Computer Science 2018-12-11 Wenjin Wu , Guojun Liu , Hui Ye , Chenshuang Zhang , Tianshu Wu , Daorui Xiao , Wei Lin , Xiaoyu Zhu

Sponsored search becomes an easy platform to match potential consumers' intent with merchants' advertising. Advertisers express their willingness to pay for each keyword in terms of bids to the search engine. When a user's query matches the…

Computer Science and Game Theory · Computer Science 2012-07-20 Chenyang Li , Mingyi Hong , Randy Cogill , Alfredo Garcia

Sponsored search optimizes revenue and relevance, which is estimated by Revenue Per Mille (RPM). Existing sponsored search models are all based on traditional statistical models, which have poor RPM performance when queries follow a…

Computation and Language · Computer Science 2020-01-14 Xiuying Chen , Daorui Xiao , Shen Gao , Guojun Liu , Wei Lin , Bo Zheng , Dongyan Zhao , Rui Yan

In sponsored search, retrieving synonymous keywords for exact match type is important for accurately targeted advertising. Data-driven deep learning-based method has been proposed to tackle this problem. An apparent disadvantage of this…

Information Retrieval · Computer Science 2021-02-23 Yijiang Lian , Yubo Liu , Zhicong Ye , Liang Yuan , Yanfeng Zhu , Min Zhao , Jianyi Cheng , Xinwei Feng

Modern commercial Internet search engines display advertisements along side the search results in response to user queries. Such sponsored search relies on market mechanisms to elicit prices for these advertisements, making use of an…

Computer Science and Game Theory · Computer Science 2008-12-18 Jon Feldman , S. Muthukrishnan

Advertising (ad for short) keyword suggestion is important for sponsored search to improve online advertising and increase search revenue. There are two common challenges in this task. First, the keyword bidding problem: hot ad keywords are…

Computation and Language · Computer Science 2019-02-28 Hao Zhou , Minlie Huang , Yishun Mao , Changlei Zhu , Peng Shu , Xiaoyan Zhu

Creating and monitoring competitive and cost-effective pay-per-click advertisement campaigns through the web-search channel is a resource demanding task in terms of expertise and effort. Assisting or even automating the work of an…

Information Retrieval · Computer Science 2015-03-20 Stamatina Thomaidou , Michalis Vazirgiannis , Kyriakos Liakopoulos

Current keyword decision-making in sponsored search advertising relies on large, static datasets, limiting the ability to automatically set up keywords and adapt to real-time KPI metrics and product updates that are essential for effective…

Information Retrieval · Computer Science 2024-12-06 Zhao Wang , Briti Gangopadhyay , Mengjie Zhao , Shingo Takamatsu

We consider the budget optimization problem faced by an advertiser participating in repeated sponsored search auctions, seeking to maximize the number of clicks attained under that budget. We cast the budget optimization problem as a Markov…

Computer Science and Game Theory · Computer Science 2012-10-19 Kareem Amin , Michael Kearns , Peter Key , Anton Schwaighofer

While it is relatively easy to start an online advertising campaign, obtaining a high Key Performance Indicator (KPI) can be challenging. A large body of work on this subject has already been performed and platforms known as DSPs are…

Computer Science and Game Theory · Computer Science 2018-08-10 Gianluca Micchi , Saeid Soheily-Khah , Jacob Turner

Sponsored search represents a major source of revenue for web search engines. This popular advertising model brings a unique possibility for advertisers to target users' immediate intent communicated through a search query, usually by…

Sponsored search mechanisms have drawn much attention from both academic community and industry in recent years since the seminal papers of [13] and [14]. However, most of the existing literature concentrates on the mechanism design and…

Computer Science and Game Theory · Computer Science 2010-09-01 Jian Liu , Dah Ming Chiu

In sponsored search, advertisement (abbreviated ad) slots are usually sold by a search engine to an advertiser through an auction mechanism in which advertisers bid on keywords. In theory, auction mechanisms have many desirable economic…

Computer Science and Game Theory · Computer Science 2015-12-11 Bowei Chen , Jun Wang , Ingemar J. Cox , Mohan S. Kankanhalli

Cross-Modal sponsored search displays multi-modal advertisements (ads) when consumers look for desired products by natural language queries in search engines. Since multi-modal ads bring complementary details for query-ads matching, the…

Computer Vision and Pattern Recognition · Computer Science 2023-09-29 Yuanmin Tang , Jing Yu , Keke Gai , Yujing Wang , Yue Hu , Gang Xiong , Qi Wu
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