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We address online learning in complex auction settings, such as sponsored search auctions, where the value of the bidder is unknown to her, evolving in an arbitrary manner and observed only if the bidder wins an allocation. We leverage the…

计算机科学与博弈论 · 计算机科学 2018-06-04 Zhe Feng , Chara Podimata , Vasilis Syrgkanis

Modeling user's historical feedback is essential for Click-Through Rate Prediction in personalized search and recommendation. Existing methods usually only model users' positive feedback information such as click sequences which neglects…

信息检索 · 计算机科学 2022-03-30 Zhifang Fan , Dan Ou , Yulong Gu , Bairan Fu , Xiang Li , Wentian Bao , Xin-Yu Dai , Xiaoyi Zeng , Tao Zhuang , Qingwen Liu

This study presents the implementation of a short-term forecasting system for price movements in exchange markets, using market depth data and a systematic procedure to enable a fully automated trading system. The case study focuses on the…

统计金融 · 定量金融 2025-10-21 Rui Gonçalves , Vitor Miguel Ribeiro , Roman Chertovskih , António Pedro Aguiar

Online advertising platforms must decide how to allocate multiple ads across limited screen real estate, where each ad's effectiveness depends not only on its own placement but also on nearby ads competing for user attention. Such spatial…

计算机科学与博弈论 · 计算机科学 2026-02-16 Gagan Aggarwal , Yifan Wang , Mingfei Zhao

In display advertising, a small group of sellers and bidders face each other in up to 10 12 auctions a day. In this context, revenue maximisation via monopoly price learning is a high-value problem for sellers. By nature, these auctions are…

机器学习 · 计算机科学 2020-10-21 Lorenzo Croissant , Marc Abeille , Clément Calauzènes

This paper re-examines the Shapley value methods for attribution analysis in the area of online advertising. As a credit allocation solution in cooperative game theory, Shapley value method directly quantifies the contribution of online…

计量经济学 · 经济学 2018-04-17 Kaifeng Zhao , Seyed Hanif Mahboobi , Saeed R. Bagheri

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

Recommendation systems have become ubiquitous in today's online world and are an integral part of practically every e-commerce platform. While traditional recommender systems use customer history, this approach is not feasible in 'cold…

机器学习 · 计算机科学 2019-05-14 Michael Shekasta , Gilad Katz , Asnat Greenstein-Messica , Lior Rokach , Bracha Shapira

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

Ad exchanges are kind of the most popular online advertising marketplaces for trading ad spaces over the Internet. Ad exchanges run auctions to sell diverse ad spaces on the publishers' web-pages to advertisers, who want to display ads on…

计算机科学与博弈论 · 计算机科学 2018-04-06 Chaoyue Niu , Minping Zhou , Zhenzhe Zheng , Fan Wu , Guihai Chen

This paper describes a practical system for Multi Touch Attribution (MTA) for use by a publisher of digital ads. We developed this system for JD.com, an eCommerce company, which is also a publisher of digital ads in China. The approach has…

机器学习 · 计算机科学 2019-02-07 Ruihuan Du , Yu Zhong , Harikesh Nair , Bo Cui , Ruyang Shou

Assessing aesthetic preference is a fundamental task related to human cognition. It can also contribute to various practical applications such as image creation for online advertisements. Despite crucial influences of image quality,…

机器学习 · 计算机科学 2019-10-08 Kyung-Wha Park , JungHoon Lee , Sunyoung Kwon , Jung-Woo Ha , Kyung-Min Kim , Byoung-Tak Zhang

A large fraction of online advertisement is sold via repeated second price auctions. In these auctions, the reserve price is the main tool for the auctioneer to boost revenues. In this work, we investigate the following question: Can…

计算机科学与博弈论 · 计算机科学 2020-02-19 Yash Kanoria , Hamid Nazerzadeh

Recently, attentional arbitrary style transfer methods have been proposed to achieve fine-grained results, which manipulates the point-wise similarity between content and style features for stylization. However, the attention mechanism…

计算机视觉与模式识别 · 计算机科学 2022-01-10 Xuan Luo , Zhen Han , Lingkang Yang , Lingling Zhang

Algorithms increasingly automate bidding in online auctions, raising concerns about tacit bid suppression and revenue shortfalls. Prior work identifies individual mechanisms behind algorithmic bid suppression, but it remains unclear which…

综合经济学 · 经济学 2026-03-24 Pranjal Rawat

We present a new approach to machine learning-powered combinatorial auctions, which is based on the principles of Differential Privacy. Our methodology guarantees that the auction mechanism is truthful, meaning that rational bidders have…

计算机科学与博弈论 · 计算机科学 2024-05-20 Arash Jamshidi , Seyed Mohammad Hosseini , Seyed Mahdi Noormousavi , Mahdi Jafari Siavoshani

Visual attention, derived from cognitive neuroscience, facilitates human perception on the most pertinent subset of the sensory data. Recently, significant efforts have been made to exploit attention schemes to advance computer vision…

计算机视觉与模式识别 · 计算机科学 2018-10-16 Shi Pu , Yibing Song , Chao Ma , Honggang Zhang , Ming-Hsuan Yang

Good economic mechanisms depend on the preferences of participants in the mechanism. For example, the revenue-optimal auction for selling an item is parameterized by a reserve price, and the appropriate reserve price depends on how much the…

计算机科学与博弈论 · 计算机科学 2014-06-10 Shuchi Chawla , Jason Hartline , Denis Nekipelov

Online advertising is a major source of income for many online companies. One common approach is to sell online advertisements via waterfall auctions, through which a publisher makes sequential price offers to ad networks. The publisher…

人工智能 · 计算机科学 2022-04-08 Dan Halbersberg , Matan Halevi , Moshe Salhov

This paper considers an electric vehicle charging scheduling setting where vehicle users can reserve charging time in advance at a charging station. In this setting, users are allowed to explicitly express their preferences over different…

计算机科学与博弈论 · 计算机科学 2019-07-23 Luyang Hou , Chun Wang , Jun Yan
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