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Online advertising is the main source of revenue for many Internet firms. A central component of online advertising is the underlying mechanism that selects and prices the winning ads for a given ad slot. In this paper we study designing a…

计算机科学与博弈论 · 计算机科学 2015-07-02 Gagan Goel , MohammadTaghi Hajiaghayi , Mohammad Reza Khani

Inspired by the fact that spreading and collecting information through the Internet becomes the norm, more and more people choose to post for-profit contents (images and texts) in social networks. Due to the difficulty of network censors,…

计算机视觉与模式识别 · 计算机科学 2021-04-01 Lu Zhang , Jian Zhang , Zhibin Li , Jingsong Xu

Multi-access edge computing (MEC) is one of the enabling technologies for high-performance computing at the edge of the 6 G networks, supporting high data rates and ultra-low service latency. Although MEC is a remedy to meet the growing…

计算机科学与博弈论 · 计算机科学 2024-02-08 Ummy Habiba , Setareh Maghsudi , Ekram Hossain

In online combinatorial allocations/auctions, n bidders sequentially arrive, each with a combinatorial valuation (such as submodular/XOS) over subsets of m indivisible items. The aim is to immediately allocate a subset of the remaining…

计算机科学与博弈论 · 计算机科学 2024-09-18 Paul Dütting , Thomas Kesselheim , Brendan Lucier , Rebecca Reiffenhäuser , Sahil Singla

We present a vertical introduction to campaign optimization; that is, the ability to predict the user response to an ad campaign without any users' profiles on average and for each exposed ad. In practice, we present an approach to build a…

应用统计 · 统计学 2015-05-12 Paolo D'Alberto

Online advertising is a primary source of income for e-commerce platforms. In the current advertising pattern, the oriented targets are the online store owners who are willing to pay extra fees to enhance the position of their stores. On…

计算机科学与博弈论 · 计算机科学 2024-08-20 Zhen Zhang , Weian Li , Yahui Lei , Bingzhe Wang , Zhicheng Zhang , Qi Qi , Qiang Liu , Xingxing Wang

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

In this paper, we study online double auctions, where multiple sellers and multiple buyers arrive and depart dynamically to exchange one commodity. We show that there is no deterministic online double auction that is truthful and…

计算机科学与博弈论 · 计算机科学 2013-11-04 Dengji Zhao , Dongmo Zhang , Laurent Perrussel

We develop multiattribute auctions that accommodate generalized additive independent (GAI) preferences. We propose an iterative auction mechanism that maintains prices on potentially overlapping GAI clusters of attributes, thus decreases…

计算机科学与博弈论 · 计算机科学 2014-01-17 Yagil Engel , Michael P. Wellman

In cost-per-click (CPC) or cost-per-impression (CPM) advertising campaigns, advertisers always run the risk of spending the budget without getting enough conversions. Moreover, the bidding on advertising inventory has few connections with…

信息检索 · 计算机科学 2022-12-29 Deguang Kong , Konstantin Shmakov , Jian Yang

Graphs are ubiquitous in social networks and biochemistry, where Graph Neural Networks (GNN) are the state-of-the-art models for prediction. Graphs can be evolving and it is vital to formally model and understand how a trained GNN responds…

机器学习 · 计算机科学 2024-03-12 Yazheng Liu , Xi Zhang , Sihong Xie

The newsvendor problem is one of the most basic and widely applied inventory models. There are numerous extensions of this problem. If the probability distribution of the demand is known, the problem can be solved analytically. However,…

机器学习 · 计算机科学 2018-03-07 Afshin Oroojlooyjadid , Lawrence Snyder , Martin Takáč

We study a general problem of allocating limited resources to heterogeneous customers over time under model uncertainty. Each type of customer can be serviced using different actions, each of which stochastically consumes some combination…

人工智能 · 计算机科学 2021-08-31 Wang Chi Cheung , Will Ma , David Simchi-Levi , Xinshang Wang

In digital online advertising, advertisers procure ad impressions simultaneously on multiple platforms, or so-called channels, such as Google Ads, Meta Ads Manager, etc., each of which consists of numerous ad auctions. We study how an…

计算机科学与博弈论 · 计算机科学 2023-06-16 Yuan Deng , Negin Golrezaei , Patrick Jaillet , Jason Cheuk Nam Liang , Vahab Mirrokni

Matching problems have been widely studied in the research community, especially Ad-Auctions with many applications ranging from network design to advertising. Following the various advancements in machine learning, one natural question is…

数据结构与算法 · 计算机科学 2024-02-15 Eniko Kevi , Nguyen Kim Thang

In many structured prediction problems, complex relationships between variables are compactly defined using graphical structures. The most prevalent graphical prediction methods---probabilistic graphical models and large margin…

机器学习 · 统计学 2018-11-08 Rizal Fathony , Ashkan Rezaei , Mohammad Ali Bashiri , Xinhua Zhang , Brian D. Ziebart

We study the problem of designing a two-sided market (double auction) to maximize the gains from trade (social welfare) under the constraints of (dominant-strategy) incentive compatibility and budget-balance. Our goal is to do so for an…

计算机科学与博弈论 · 计算机科学 2024-06-21 Moshe Babaioff , Amitai Frey , Noam Nisan

The emergence of real-time auction in online advertising has drawn huge attention of modeling the market competition, i.e., bid landscape forecasting. The problem is formulated as to forecast the probability distribution of market price for…

信息检索 · 计算机科学 2019-05-14 Kan Ren , Jiarui Qin , Lei Zheng , Zhengyu Yang , Weinan Zhang , Yong Yu

Modern content platforms offer paid promotion to mitigate cold start by allocating exposure via auctions. Our empirical analysis reveals a counterintuitive flaw in this paradigm: while promotion rescues low-to-medium quality content, it can…

计算机科学与博弈论 · 计算机科学 2026-01-29 Yumou Liu , Zhenzhe Zheng , Jiang Rong , Yao Hu , Fan Wu , Guihai Chen

Inspired by real-time ad exchanges for online display advertising, we consider the problem of inferring a buyer's value distribution for a good when the buyer is repeatedly interacting with a seller through a posted-price mechanism. We…

机器学习 · 计算机科学 2013-11-28 Kareem Amin , Afshin Rostamizadeh , Umar Syed
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