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Many payment platforms hold large-scale marketing campaigns, which allocate incentives to encourage users to pay through their applications. To maximize the return on investment, incentive allocations are commonly solved in a two-stage…

机器学习 · 计算机科学 2022-01-03 Xuanying Chen , Zhining Liu , Li Yu , Sen Li , Lihong Gu , Xiaodong Zeng , Yize Tan , Jinjie Gu

Over the past few years, more and more Internet advertisers have started using automated bidding for optimizing their advertising campaigns. Such advertisers have an optimization goal (e.g. to maximize conversions), and some constraints…

计算机科学与博弈论 · 计算机科学 2023-02-01 Gagan Aggarwal , Andres Perlroth , Junyao Zhao

In computational advertising, a challenging problem is how to recommend the bid for advertisers to achieve the best return on investment (ROI) given budget constraint. This paper presents a bid recommendation scenario that discovers the…

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

We study a game played between advertisers in an online ad platform. The platform sells ad impressions by first-price auction and provides autobidding algorithms that optimize bids on each advertiser's behalf, subject to advertiser…

计算机科学与博弈论 · 计算机科学 2023-11-16 Yiding Feng , Brendan Lucier , Aleksandrs Slivkins

In online advertising, a set of potential advertisements can be ranked by a certain auction system where usually the top-1 advertisement would be selected and displayed at an advertising space. In this paper, we show a selection bias issue…

信息检索 · 计算机科学 2022-06-09 Shinya Suzumura , Hitoshi Abe

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

Mobile payment such as Alipay has been widely used in our daily lives. To further promote the mobile payment activities, it is important to run marketing campaigns under a limited budget by providing incentives such as coupons, commissions…

社会与信息网络 · 计算机科学 2020-03-04 Ziqi Liu , Dong Wang , Qianyu Yu , Zhiqiang Zhang , Yue Shen , Jian Ma , Wenliang Zhong , Jinjie Gu , Jun Zhou , Shuang Yang , Yuan Qi

Real-time bidding (RTB) has become a critical way of online advertising. In RTB, an advertiser can participate in bidding ad impressions to display its advertisements. The advertiser determines every impression's bidding price according to…

机器学习 · 计算机科学 2021-10-12 Mengjuan Liu , Jinyu Liu , Zhengning Hu , Yuchen Ge , Xuyun Nie

Ad-load balancing is a critical challenge in online advertising systems, particularly in the context of social media platforms, where the goal is to maximize user engagement and revenue while maintaining a satisfactory user experience. This…

信息检索 · 计算机科学 2023-12-20 Hitesh Sagtani , Madan Jhawar , Rishabh Mehrotra , Olivier Jeunen

Creating and maximizing influence among the customers is one of the central goals of an advertiser, and hence, remains an active area of research in recent times. In this advertisement technique, the advertisers approach an influence…

信息检索 · 计算机科学 2024-01-31 Dildar Ali , Suman Banerjee , Yamuna Prasad

The most significant progress in recent years in online display advertising is what is known as the Real-Time Bidding (RTB) mechanism to buy and sell ads. RTB essentially facilitates buying an individual ad impression in real time while it…

计算机科学与博弈论 · 计算机科学 2017-07-18 Jun Wang , Weinan Zhang , Shuai Yuan

In this work, we investigate the online learning problem of revenue maximization in ad auctions, where the seller needs to learn the click-through rates (CTRs) of each ad candidate and charge the price of the winner through a pay-per-click…

信息检索 · 计算机科学 2024-03-05 Zhe Feng , Christopher Liaw , Zixin Zhou

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…

人工智能 · 计算机科学 2022-03-07 Huiran Li , Yanwu Yang

Efficiently allocating treatments with a budget constraint constitutes an important challenge across various domains. In marketing, for example, the use of promotions to target potential customers and boost conversions is limited by the…

机器学习 · 计算机科学 2024-05-06 Toon Vanderschueren , Wouter Verbeke , Felipe Moraes , Hugo Manuel Proença

Sponsored search auctions are commonly modeled as an assignment of a fixed set of slots (positions) to a set of advertisers, with welfare maximization being reducible to a standard matching problem. Motivated by modern ad formats, we study…

计算机科学与博弈论 · 计算机科学 2026-05-13 Eleni Batziou , Georgios Birmpas , Georgios Chionas , Piotr Krysta

Budget management strategies in repeated auctions have received growing attention in online advertising markets. However, previous work on budget management in online bidding mainly focused on second-price auctions. The rapid shift from…

计算机科学与博弈论 · 计算机科学 2023-04-27 Qian Wang , Zongjun Yang , Xiaotie Deng , Yuqing Kong

We develop a framework for the analysis of large-scale Ad-auctions where adverts are assigned over a continuum of search types. For this pay-per-click market, we provide an efficient mechanism that maximizes social welfare. In particular,…

计算机科学与博弈论 · 计算机科学 2016-06-03 Frank Kelly , Peter Key , Neil Walton

Motivated by online retail, we consider the problem of selling one item (e.g., an ad slot) to two non-excludable buyers (say, a merchant and a brand). This problem captures, for example, situations where a merchant and a brand cooperatively…

计算机科学与博弈论 · 计算机科学 2025-05-26 Gagan Aggarwal , Ashwinkumar Badanidiyuru , Paul Dütting , Federico Fusco

Online ad platforms offer budget management tools for advertisers that aim to maximize the number of conversions given a budget constraint. As the volume of impressions, conversion rates and prices vary over time, these budget management…

计算机科学与博弈论 · 计算机科学 2022-02-15 Bhuvesh Kumar , Jamie Morgenstern , Okke Schrijvers

The online advertising management platform has become increasingly popular among e-commerce vendors/advertisers, offering a streamlined approach to reach target customers. Despite its advantages, configuring advertising strategies correctly…

信息检索 · 计算机科学 2023-08-22 Lianghai Xiao , Yixing Zhao , Jiwei Chen