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The goal of regression analysis is to predict the value of a numeric outcome variable y given a vector of joint values of other (predictor) variables x. Usually a particular x-vector does not specify a repeatable value for y, but rather a…

机器学习 · 统计学 2020-01-29 Jerome H. Friedman

Advertising becomes one of the most popular ways of monetizing an online transaction platform. Usually, sponsored advertisements are posted on the most attractive positions to enhance the number of clicks. However, multiple e-commerce…

计算机科学与博弈论 · 计算机科学 2022-04-22 Weian Li , Qi Qi , Changjun Wang , Changyuan Yu

Click models are an important tool for leveraging user feedback, and are used by commercial search engines for surfacing relevant search results. However, existing click models are lacking in two aspects. First, they do not share…

信息检索 · 计算机科学 2014-01-03 Dinesh Govindaraj , Tao Wang , S. V. N. Vishwanathan

Since its introduction, television has been the main channel of investment for advertisements in order to influence customers purchase behavior. Many have attributed the mere exposure effect as the source of influence in purchase intention…

信息检索 · 计算机科学 2019-05-01 Elisa Claire Alemán Carreón , Hirofumi Nonaka , Asahi Hentona , Hirochika Yamashiro

Accurate post-click conversion rate (CVR) estimation is crucial for online advertising systems. Despite significant advances in causal approaches designed to address the Sample Selection Bias problem, CVR estimation still faces challenges…

机器学习 · 计算机科学 2024-12-11 Huajian Feng , Guoxiao Zhang , Yadong Zhang , Yi We , Qiang Liu

Online audio advertising is a particular form of advertising used abundantly in online music streaming services. In these platforms, which tend to host tens of thousands of unique audio advertisements (ads), providing high quality ads…

机器学习 · 统计学 2018-02-12 Samaneh Ebrahimi , Hossein Vahabi , Matthew Prockup , Oriol Nieto

In online advertising (Ad), advertisers are always eager to know how to globally optimize their budget allocation strategies across different channels for more conversions such as orders, payments, etc. Ignoring competition among different…

计算机科学与博弈论 · 计算机科学 2023-05-12 Guangyuan Shen , Shenjie Sun , Dehong Gao , Shaolei Li , Libin Yang , Yongping Shi , Wei Ning

In many applications, ads are displayed together with the prices, so as to provide a direct comparison among similar products or services. The price-displaying feature not only influences the consumers' decisions, but also affects the…

人工智能 · 计算机科学 2023-03-24 Bin Li , Yahui Lei

Conformal prediction is a framework for uncertainty quantification that constructs prediction sets for previously unseen data, guaranteeing coverage of the true label with a specified probability. However, the efficiency of these prediction…

机器学习 · 计算机科学 2026-01-06 Erfan Hajihashemi , Yanning Shen

Online bipartite matching is a fundamental problem in online optimization, extensively studied both in its integral and fractional forms due to its theoretical significance and practical applications, such as online advertising and resource…

数据结构与算法 · 计算机科学 2025-10-30 Davin Choo , Billy Jin , Yongho Shin

Audience interest, demography, purchase behavior and other possible classifications are ex- tremely important factors to be carefully studied in a targeting campaign. This information can help advertisers and publishers deliver…

信息检索 · 计算机科学 2017-11-15 Yong Zhang , Hongming Zhou , Nganmeng Tan , Saeed Bagheri , Meng Joo Er

In online advertising, display ads are increasingly being placed based on real-time auctions where the advertiser who wins gets to serve the ad. This is called real-time bidding (RTB). In RTB, auctions have very tight time constraints on…

机器学习 · 统计学 2014-05-14 Bjarne Ørum Fruergaard , Toke Jansen Hansen , Lars Kai Hansen

In E-commerce, advertising is essential for merchants to reach their target users. The typical objective is to maximize the advertiser's cumulative revenue over a period of time under a budget constraint. In real applications, an…

To increase brand awareness, many advertisers conclude contracts with advertising platforms to purchase traffic and then deliver advertisements to target audiences. In a whole delivery period, advertisers usually desire a certain impression…

信息检索 · 计算机科学 2024-06-18 Penghui Wei , Yongqiang Chen , Shaoguo Liu , Liang Wang , Bo Zheng

We consider the revenue maximization problem in social advertising, where a social network platform owner needs to select seed users for a group of advertisers, each with a payment budget, such that the total expected revenue that the owner…

数据结构与算法 · 计算机科学 2021-07-27 Kai Han , Benwei Wu , Jing Tang , Shuang Cui , Cigdem Aslay , Laks V. S. Lakshmanan

Given the massive market of advertising and the sharply increasing online multimedia content (such as videos), it is now fashionable to promote advertisements (ads) together with the multimedia content. It is exhausted to find relevant ads…

多媒体 · 计算机科学 2020-01-06 Huaizheng Zhang , Yong Luo , Qiming Ai , Yonggang Wen

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

Click through rate (CTR) prediction of image ads is the core task of online display advertising systems, and logistic regression (LR) has been frequently applied as the prediction model. However, LR model lacks the ability of extracting…

计算机视觉与模式识别 · 计算机科学 2016-09-21 Junxuan Chen , Baigui Sun , Hao Li , Hongtao Lu , Xian-Sheng Hua

Online advertising in E-commerce platforms provides sellers an opportunity to achieve potential audiences with different target goals. Ad serving systems (like display and search advertising systems) that assign ads to pages should satisfy…

机器学习 · 计算机科学 2019-10-09 Chao Wei , Weiru Zhang , Shengjie Sun , Fei Li , Xiaonan Meng , Yi Hu , Hao Wang

Online A/B testing, the gold standard for evaluating new advertising policies, consumes substantial engineering resources and risks significant revenue loss from deploying underperforming variations. This motivates the use of Off-Policy…

机器学习 · 计算机科学 2025-12-04 Hongseon Yeom , Jaeyoul Shin , Soojin Min , Jeongmin Yoon , Seunghak Yu , Dongyeop Kang