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相关论文: A dynamic pricing model for unifying programmatic …

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Traditional auction theory posits that bid value exhibits a positive correlation with the probability of securing the auctioned object in ascending auctions. However, under uncertainty and incomplete information, as is characteristic in…

理论经济学 · 经济学 2025-12-19 Dipankar Das

In this work, we study the guaranteed delivery model which is widely used in online display advertising. In the guaranteed delivery scenario, ad exposures (which are also called impressions in some works) to users are guaranteed by…

数据结构与算法 · 计算机科学 2016-11-24 Jia Zhang , Zheng Wang , Qian Li , Jialin Zhang , Yanyan Lan , Qiang Li , Xiaoming Sun

Auto-bidding systems are widely used in advertising to automatically determine bid values under constraints such as total budget and Return-on-Spend (RoS) targets. Existing works often assume that the value of an ad impression, such as the…

机器学习 · 计算机科学 2026-02-03 Jiale Han , Chun Gan , Chengcheng Zhang , Jie He , Zhangang Lin , Ching Law , Xiaowu Dai

Unexpected advertising items in sponsored search may reduce users' reliance on organic search, resulting in hidden cost for the e-commerce platform. To address this problem and promote sustainable growth, we propose a dynamic reserve price…

计算机科学与博弈论 · 计算机科学 2025-08-26 Mang Li

We present a model of digital advertising with three key features: (i) advertisers can reach consumers on and off a platform, (ii) additional data enhances the value of advertiser-consumer matches, and (iii) bidding follows auction-like…

理论经济学 · 经济学 2024-04-25 Dirk Bergemann , Alessandro Bonatti , Nicholas Wu

Maximizing utility with a budget constraint is the primary goal for advertisers in real-time bidding (RTB) systems. The policy maximizing the utility is referred to as the optimal bidding strategy. Earlier works on optimal bidding strategy…

机器学习 · 计算机科学 2020-04-02 Aritra Ghosh , Saayan Mitra , Somdeb Sarkhel , Viswanathan Swaminathan

Real-time advertising allows advertisers to bid for each impression for a visiting user. To optimize specific goals such as maximizing revenue and return on investment (ROI) led by ad placements, advertisers not only need to estimate the…

机器学习 · 统计学 2018-11-02 Junqi Jin , Chengru Song , Han Li , Kun Gai , Jun Wang , Weinan Zhang

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 programmatic advertising, ad slots are usually sold using second-price (SP) auctions in real-time. The highest bidding advertiser wins but pays only the second-highest bid (known as the winning price). In SP, for a single item, the…

机器学习 · 计算机科学 2020-01-22 Aritra Ghosh , Saayan Mitra , Somdeb Sarkhel , Jason Xie , Gang Wu , Viswanathan Swaminathan

Posted price mechanisms are prevalent in allocating goods within online marketplaces due to their simplicity and practical efficiency. We explore a fundamental scenario where buyers' valuations are independent and identically distributed,…

计算机科学与博弈论 · 计算机科学 2025-05-26 José Correa , Vasilis Livanos , Dana Pizarro , Victor Verdugo

Managing millions of digital auctions is an essential task for modern advertising auction systems. The main approach to managing digital auctions is an autobidding approach, which depends on the Click-Through Rate and Conversion Rate…

计算机科学与博弈论 · 计算机科学 2025-10-13 Andrey Pudovikov , Alexandra Khirianova , Ekaterina Solodneva , Gleb Molodtsov , Aleksandr Katrutsa , Yuriy Dorn , Egor Samosvat

Internet advertisers (buyers) repeatedly procure ad impressions from ad platforms (sellers) with the aim to maximize total conversion (i.e. ad value) while respecting both budget and return-on-investment (ROI) constraints for efficient…

计算机科学与博弈论 · 计算机科学 2023-02-08 Negin Golrezaei , Patrick Jaillet , Jason Cheuk Nam Liang , Vahab Mirrokni

In digital advertising, online platforms allocate ad impressions through real-time auctions, where advertisers typically rely on autobidding agents to optimize bids on their behalf. Unlike traditional auctions for physical goods, the value…

计算机科学与博弈论 · 计算机科学 2025-09-03 Zhicheng Du , Wei Tang , Zihe Wang , Shuo Zhang

We discuss a multi-objective/goal programming model for the allocation of inventory of graphical advertisements. The model considers two types of campaigns: guaranteed delivery (GD), which are sold months in advance, and non-guaranteed…

计算工程、金融与科学 · 计算机科学 2010-08-23 Jian Yang , Erik Vee , Sergei Vassilvitskii , John Tomlin , Jayavel Shanmugasundaram , Tasos Anastasakos , Oliver Kennedy

Many online companies sell advertisement space in second-price auctions with reserve. In this paper, we develop a probabilistic method to learn a profitable strategy to set the reserve price. We use historical auction data with features to…

机器学习 · 统计学 2015-06-25 Maja R. Rudolph , Joseph G. Ellis , David M. Blei

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

Search auctions have become a dominant source of revenue generation on the Internet. Such auctions have typically used per-click bidding and pricing. We propose the use of hybrid auctions where an advertiser can make a per-impression as…

计算机科学与博弈论 · 计算机科学 2009-01-26 Ashish Goel , Kamesh Munagala

The online ads trading platform plays a crucial role in connecting publishers and advertisers and generates tremendous value in facilitating the convenience of our lives. It has been evolving into a more and more complicated structure. In…

计算机科学与博弈论 · 计算机科学 2017-10-02 Zhihui Xie , Kuang-Chih Lee , Liang Wang

We study an online dynamic pricing problem where the potential demand at each time period $t=1,2,\ldots, T$ is stochastic and dependent on the price. However, a perishable inventory is imposed at the beginning of each time $t$, censoring…

机器学习 · 统计学 2026-01-26 Jianyu Xu , Yining Wang , Xi Chen , Yu-Xiang Wang

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