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We develop a novel optimization model to maximize the profit of a Demand-Side Platform (DSP) while ensuring that the budget utilization preferences of the DSP's advertiser clients are adequately met. Our model is highly flexible and can be…

最优化与控制 · 数学 2018-05-31 Alfonso Lobos , Paul Grigas , Zheng Wen , Kuang-chih Lee

Real-time bidding (RTB) based display advertising has become one of the key technological advances in computational advertising. RTB enables advertisers to buy individual ad impressions via an auction in real-time and facilitates the…

计算机科学与博弈论 · 计算机科学 2018-03-13 Kan Ren , Weinan Zhang , Ke Chang , Yifei Rong , Yong Yu , Jun Wang

Internet search companies sell advertisement slots based on users' search queries via an auction. Advertisers have to determine how to place bids on the keywords of their interest in order to maximize their return for a given budget: this…

数据结构与算法 · 计算机科学 2007-09-24 S. Muthukrishnan , Martin Pal , Zoya Svitkina

Premier cloud service providers (CSPs) offer two types of purchase options, namely on-demand and spot instances, with time-varying features in availability and price. Users like startups have to operate on a limited budget and similarly…

性能 · 计算机科学 2021-06-04 Xiaohu Wu , Han Yu , Giuliano Casale , Guanyu Gao

Generating aesthetic posters is more challenging than simple design images: it requires not only precise text rendering but also the seamless integration of abstract artistic content, striking layouts, and overall stylistic harmony. To…

计算机视觉与模式识别 · 计算机科学 2025-06-13 SiXiang Chen , Jianyu Lai , Jialin Gao , Tian Ye , Haoyu Chen , Hengyu Shi , Shitong Shao , Yunlong Lin , Song Fei , Zhaohu Xing , Yeying Jin , Junfeng Luo , Xiaoming Wei , Lei Zhu

We study the problem of an online advertising system that wants to optimally spend an advertiser's given budget for a campaign across multiple platforms, without knowing the value for showing an ad to the users on those platforms. We model…

计算机科学与博弈论 · 计算机科学 2021-03-26 Vashist Avadhanula , Riccardo Colini-Baldeschi , Stefano Leonardi , Karthik Abinav Sankararaman , Okke Schrijvers

In many online advertisement (ad) exchanges, ad slots are each sold via a separate second-price auction. This paper considers the bidder's problem of maximizing the value of ads they purchase in these auctions, subject to budget…

计算机科学与博弈论 · 计算机科学 2020-03-16 Jonathan Amar , Nicholas Renegar

Many companies rely on advertising platforms such as Google, Facebook, or Instagram to recruit a large and diverse applicant pool for job openings. Prior works have shown that equitable bidding may not result in equitable outcomes due to…

计算机与社会 · 计算机科学 2023-05-24 Inbal Livni Navon , Charlotte Peale , Omer Reingold , Judy Hanwen Shen

In display advertising, advertisers want to achieve a marketing objective with constraints on budget and cost-per-outcome. This is usually formulated as an optimization problem that maximizes the total utility under constraints. The…

计算机科学与博弈论 · 计算机科学 2024-09-09 Anoop R Katti , Rui C. Gonçalves , Rinchin Iakovlev

In cost-per-click (CPC) or cost-per-impression (CPM) advertising campaigns, advertisers always run the risk of spending the budget without getting enough conversions. Moreover, the bidding on advertising inventory has few connections with…

信息检索 · 计算机科学 2022-12-29 Deguang Kong , Konstantin Shmakov , Jian Yang

In online advertising, auto-bidding has become an essential tool for advertisers to optimize their preferred ad performance metrics by simply expressing high-level campaign objectives and constraints. Previous works designed auto-bidding…

In e-commerce advertising, selecting the most compelling combination of creative elements -- such as titles, images, and highlights -- is critical for capturing user attention and driving conversions. However, existing methods often…

机器学习 · 计算机科学 2025-08-14 Qiaolei Gu , Yu Li , DingYi Zeng , Lu Wang , Ming Pang , Changping Peng , Zhangang Lin , Ching Law , Jingping Shao

We consider the revenue maximization problem in social advertising, where a social network platform owner needs to select seed users for a group of advertisers, each with a payment budget, such that the total expected revenue that the owner…

数据结构与算法 · 计算机科学 2021-07-27 Kai Han , Benwei Wu , Jing Tang , Shuang Cui , Cigdem Aslay , Laks V. S. Lakshmanan

Ad creatives are one of the prominent mediums for online e-commerce advertisements. Ad creatives with enjoyable visual appearance may increase the click-through rate (CTR) of products. Ad creatives are typically handcrafted by advertisers…

信息检索 · 计算机科学 2021-03-03 Jin Chen , Tiezheng Ge , Gangwei Jiang , Zhiqiang Zhang , Defu Lian , Kai Zheng

Displaying banner advertisements (in short, ads) on webpages has usually been discussed as an Internet economics topic where a publisher uses auction models to sell an online user's page view to advertisers and the one with the highest bid…

计算机科学与博弈论 · 计算机科学 2017-08-02 Xiang Chen , Bowei Chen , Mohan Kankanhalli

In recent years, RTB(Real Time Bidding) becomes a popular online advertisement trading method. During the auction, each DSP(Demand Side Platform) is supposed to evaluate current opportunity and respond with an ad and corresponding bid…

机器学习 · 统计学 2017-12-29 Huahui Liu , Mingrui Zhu , Xiaonan Meng , Yi Hu , Hao Wang

Product posters blend striking visuals with informative text to highlight the product and capture customer attention. However, crafting appealing posters and manually optimizing them based on online performance is laborious and…

计算机视觉与模式识别 · 计算机科学 2025-12-29 Jiahao Fan , Yuxin Qin , Wei Feng , Yanyin Chen , Yaoyu Li , Ao Ma , Yixiu Li , Li Zhuang , Haoyi Bian , Zheng Zhang , Jingjing Lv , Junjie Shen , Ching Law

On e-commerce platforms, sellers typically bid for impressions from ad traffic to promote their products. However, for most sellers, the majority of their sales come from organic traffic. Consequently, the relationship between their ad…

计算机科学与博弈论 · 计算机科学 2025-07-08 Ningyuan Li , Zhilin Zhang , Tianyan Long , Yuyao Liu , Rongquan Bai , Yurong Chen , Xiaotie Deng , Pengjie Wang , Chuan Yu , Jian Xu , Bo Zheng

Real-Time Bidding (RTB) is an important paradigm in display advertising, where advertisers utilize extended information and algorithms served by Demand Side Platforms (DSPs) to improve advertising performance. A common problem for DSPs is…

计算机科学与博弈论 · 计算机科学 2019-05-30 Xun Yang , Yasong Li , Hao Wang , Di Wu , Qing Tan , Jian Xu , Kun Gai

Real-time bidding (RTB) has become a major paradigm of display advertising. Each ad impression generated from a user visit is auctioned in real time, where demand-side platform (DSP) automatically provides bid price usually relying on the…

信息检索 · 计算机科学 2022-12-26 Zhimeng Jiang , Kaixiong Zhou , Mi Zhang , Rui Chen , Xia Hu , Soo-Hyun Choi