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Selecting the optimal recommender via online exploration-exploitation is catching increasing attention where the traditional A/B testing can be slow and costly, and offline evaluations are prone to the bias of history data. Finding the…

信息检索 · 计算机科学 2022-03-29 Da Xu , Chuanwei Ruan , Evren Korpeoglu , Sushant Kumar , Kannan Achan

We study problems arising in real-time auction markets, common in e-commerce and computational advertising, where bidders face the problem of calculating optimal bids. We focus upon a contract management problem where a demand aggregator is…

计算工程、金融与科学 · 计算机科学 2022-06-28 Ryan J. Kinnear , Ravi R. Mazumdar , Peter Marbach

We establish a general optimization framework for the design of automated bidding agent in dynamic online marketplaces. It optimizes solely for the buyer's interest and is agnostic to the auction mechanism imposed by the seller. As a…

计算机科学与博弈论 · 计算机科学 2022-02-28 Yuan Gao , Kaiyu Yang , Yuanlong Chen , Min Liu , Noureddine El Karoui

In display advertising, users' online ad experiences are important for the advertising effectiveness. However, users have not been well accommodated in real-time bidding (RTB). This further influences their site visits and perception of the…

多媒体 · 计算机科学 2017-08-02 Xiang Chen , Bowei Chen , Mohan Kankanhalli

The display advertising industry has recently transitioned from second- to first-price auctions as its primary mechanism for ad allocation and pricing. In light of this, publishers need to re-evaluate and optimize their auction parameters,…

计算机科学与博弈论 · 计算机科学 2020-06-30 Zhe Feng , Sébastien Lahaie , Jon Schneider , Jinchao Ye

We present a number of models for the adword auctions used for pricing advertising slots on search engines such as Google, Yahoo! etc. We begin with a general problem formulation which allows the privately known valuation per click to be a…

计算机科学与博弈论 · 计算机科学 2007-05-23 Garud Iyengar , Anuj Kumar

Pay-per-click advertising includes various formats (\emph{e.g.}, search, contextual, social) with a total investment of more than 200 billion USD per year worldwide. An advertiser is given a daily budget to allocate over several, even…

机器学习 · 计算机科学 2020-03-04 Alessandro Nuara , Francesco Trovò , Nicola Gatti , Marcello Restelli

Online advertising systems typically use a cascaded architecture to manage massive requests and candidate volumes, where the ranking stages allocate traffic based on eCPM (predicted CTR $\times$ Bid). With the increasing popularity of…

机器学习 · 计算机科学 2025-08-08 Bin Liu , Yunfei Liu , Ziru Xu , Zhaoyu Zhou , Zhi Kou , Yeqiu Yang , Han Zhu , Jian Xu , Bo Zheng

Sponsored search positions are typically allocated through real-time auctions, where the outcomes depend on advertisers' quality-adjusted bids - the product of their bids and quality scores. Although quality scoring helps promote ads with…

计算机科学与博弈论 · 计算机科学 2025-09-01 Mohammad Rashid , Omid Rafieian , Soheil Ghili

Internet search results are a growing and highly profitable advertising platform. Search providers auction advertising slots to advertisers on their search result pages. Due to the high volume of searches and the users' low tolerance for…

数据库 · 计算机科学 2016-11-17 David J. Martin , Johannes Gehrke , Joseph Y. Halpern

Wind power producers (WPPs) participating in short-term power markets face significant imbalance costs due to their non-dispatchable and variable production. While some WPPs have a large enough market share to influence prices with their…

机器学习 · 计算机科学 2026-03-12 Shobhit Singhal , Marta Fochesato , Liviu Aolaritei , Florian Dörfler

Ad exchanges are an emerging platform for trading advertisement slots on the web with billions of dollars revenue per year. Every time a user visits a web page, the publisher of that web page can ask an ad exchange to auction off the ad…

计算机科学与博弈论 · 计算机科学 2016-04-20 Oren Ben-Zwi , Monika Henzinger , Veronika Loitzenbauer

Internet live streaming is widely used in online entertainment and e-commerce, where live advertising is an important marketing tool for anchors. An advertising campaign hopes to maximize the effect (such as conversions) under constraints…

机器学习 · 统计学 2025-08-11 Bo Yang , Ruixuan Luo , Junqi Jin , Han Zhu

We introduce a new numerical framework to learn optimal bidding strategies in repeated auctions when the seller uses past bids to optimize her mechanism. Crucially, we do not assume that the bidders know what optimization mechanism is used…

计算机科学与博弈论 · 计算机科学 2021-02-09 Thomas Nedelec , Jules Baudet , Vianney Perchet , Noureddine El Karoui

Advertisers increasingly use automated bidding to optimize their ad campaigns on online advertising platforms. Autobidding optimizes an advertiser's objective subject to various constraints, e.g. average ROI and budget constraints. In this…

计算机科学与博弈论 · 计算机科学 2024-04-16 Gagan Aggarwal , Giannis Fikioris , Mingfei Zhao

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

Advertisers usually enjoy the flexibility to choose criteria like target audience, geographic area and bid price when planning an campaign for online display advertising, while they lack forecast information on campaign performance to…

机器学习 · 计算机科学 2022-02-25 Jun Chen , Cheng Chen , Huayue Zhang , Qing Tan

In the realm of online advertising, advertisers partake in ad auctions to obtain advertising slots, frequently taking advantage of auto-bidding tools provided by demand-side platforms. To improve the automation of these bidding systems, we…

机器学习 · 计算机科学 2025-06-30 Hao Jiang , Yongxiang Tang , Yanxiang Zeng , Pengjia Yuan , Yanhua Cheng , Teng Sha , Xialong Liu , Peng Jiang

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

As e-commerce expands, delivering real-time personalized recommendations from vast catalogs poses a critical challenge for retail platforms. Maximizing revenue requires careful consideration of both individual customer characteristics and…

信息检索 · 计算机科学 2026-02-16 Seong Jin Lee , Will Wei Sun , Yufeng Liu