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Online advertising has been introduced as one of the most efficient methods of advertising throughout the recent years. Yet, advertisers are concerned about the efficiency of their online advertising campaigns and consequently, would like…

机器学习 · 计算机科学 2013-05-15 Ali Jalali , Santanu Kolay , Peter Foldes , Ali Dasdan

In online advertising, advertisers commonly utilize auto-bidding services to bid for impression opportunities. A typical objective of the auto-bidder is to optimize the advertiser's cumulative value of winning impressions within specified…

计算机科学与博弈论 · 计算机科学 2025-02-11 Zhijian Duan , Yusen Huo , Tianyu Wang , Zhilin Zhang , Yeshu Li , Chuan Yu , Jian Xu , Bo Zheng , Xiaotie Deng

A/B testing is critical for modern technological companies to evaluate the effectiveness of newly developed products against standard baselines. This paper studies optimal designs that aim to maximize the amount of information obtained from…

统计方法学 · 统计学 2023-11-07 Ting Li , Chengchun Shi , Jianing Wang , Fan Zhou , Hongtu Zhu

We study the problem of finding the optimal bidding strategy for an advertiser in a multi-platform auction setting. The competition on a platform is captured by a value and a cost function, mapping bidding strategies to value and cost…

计算机科学与博弈论 · 计算机科学 2025-02-27 Gagan Aggarwal , Anupam Gupta , Xizhi Tan , Mingfei Zhao

Automated bidding, an emerging intelligent decision making paradigm powered by machine learning, has become popular in online advertising. Advertisers in automated bidding evaluate the cumulative utilities and have private financial…

计算机科学与博弈论 · 计算机科学 2023-08-22 Yidan Xing , Zhilin Zhang , Zhenzhe Zheng , Chuan Yu , Jian Xu , Fan Wu , Guihai Chen

Online advertising has become one of the most successful business models of the internet era. Impression opportunities are typically allocated through real-time auctions, where advertisers bid to secure advertisement slots. Deciding the…

机器学习 · 计算机科学 2025-05-20 Alberto Silvio Chiappa , Briti Gangopadhyay , Zhao Wang , Shingo Takamatsu

For sponsored search auctions, we consider contextual multi-armed bandit problem in the presence of strategic agents. In this setting, at each round, an advertising platform (center) runs an auction to select the best-suited ads relevant to…

计算机科学与博弈论 · 计算机科学 2020-02-27 Kumar Abhishek , Shweta Jain , Sujit Gujar

We consider a brand with a given budget that wants to promote a product over multiple rounds of influencer marketing. In each round, it commissions an influencer to promote the product over a social network, and then observes the subsequent…

机器学习 · 计算机科学 2019-11-11 Shatian Wang , Zhen Xu , Van-Anh Truong

In billboard advertisement, a number of digital billboards are owned by an influence provider, and several commercial houses (which we call advertisers) approach the influence provider for a specific number of views of their advertisement…

计算机科学与博弈论 · 计算机科学 2025-02-11 Dildar Ali , Suman Banerjee , Shweta Jain , Yamuna Prasad

Online advertising has been the major monetization approach for Internet companies. Advertisers invest budgets to bid for real-time impressions to gain direct and indirect returns. Existing works have been concentrating on optimizing direct…

计算机科学与博弈论 · 计算机科学 2019-03-12 Hao Liu , Yunze Li , Qinyu Cao , Guang Qiu , Jiming Chen

Cost per click is a common metric to judge digital advertising campaign performance. In this paper we discuss an approach that generates a feature targeting recommendation to optimise cost per click. We also discuss a technique to assign…

应用统计 · 统计学 2021-08-03 Aditya Jain , Sahil Khan

Online display advertising platforms service numerous advertisers by providing real-time bidding (RTB) for the scale of billions of ad requests every day. The bidding strategy handles ad requests cross multiple channels to maximize the…

机器学习 · 计算机科学 2024-08-21 Hao Wang , Bo Tang , Chi Harold Liu , Shangqin Mao , Jiahong Zhou , Zipeng Dai , Yaqi Sun , Qianlong Xie , Xingxing Wang , Dong Wang

Ad exchanges are becoming an increasingly popular way to sell advertisement slots on the internet. An ad exchange is basically a spot market for ad impressions. A publisher who has already signed contracts reserving advertisement…

数据结构与算法 · 计算机科学 2016-04-20 Wolfgang Dvořák , Monika Henzinger

The proliferation of portable devices (PDAs, smartphones, digital multimedia players, and so forth) allows mobile users to carry around a pool of computing, storage and communication resources. Sharing these resources with other users…

分布式、并行与集群计算 · 计算机科学 2014-07-31 Moreno Marzolla , Stefano Ferretti , Gabriele D'Angelo

We propose a game theoretic framework for task allocation in mobile cloud computing that corresponds to offloading of compute tasks to a group of nearby mobile devices. Specifically, in our framework, a distributor node holds a…

网络与互联网体系结构 · 计算机科学 2016-08-31 Mojgan Khaledi , Mehrdad khaledi , Sneha Kumar Kasera

One of the key features of this paper is that the agents' opinion of a social network is assumed to be not only influenced by the other agents but also by two marketers in competition. One of our contributions is to propose a pragmatic…

系统与控制 · 电气工程与系统科学 2020-11-18 Vineeth S. Varma , Irinel-Constantin Morarescu , Samson Lasaulce , Samuel Martin

We consider reallocation problems in settings where the initial endowment of each agent consists of a subset of the resources. The private information of the players is their value for every possible subset of the resources. The goal is to…

计算机科学与博弈论 · 计算机科学 2014-04-29 Liad Blumrosen , Shahar Dobzinski

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

Problem definition: Most of the display advertising inventory is sold through real-time auctions. The participants of these auctions are typically bidders (Google, Criteo, RTB House, Trade Desk for instance) who participate on behalf of…

计算机科学与博弈论 · 计算机科学 2023-08-08 Martin Bompaire , Antoine Désir , Benjamin Heymann

Real-Time Bidding (RTB) is revolutionising display advertising by facilitating per-impression auctions to buy ad impressions as they are being generated. Being able to use impression-level data, such as user cookies, encourages user…

计算机科学与博弈论 · 计算机科学 2016-03-04 Weinan Zhang , Yifei Rong , Jun Wang , Tianchi Zhu , Xiaofan Wang