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相关论文: On the Pricing of Recommendations and Recommending…

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A monopolistic seller aims to sell an indivisible item to multiple potential buyers. Each buyer's valuation depends on their private type and the item's quality. The seller can observe the quality but it is unknown to buyers. This quality…

计算机科学与博弈论 · 计算机科学 2024-11-13 Zhikang Fan , Weiran Shen

Academic research in the field of recommender systems mainly focuses on the problem of maximizing the users' utility by trying to identify the most relevant items for each user. However, such items are not necessarily the ones that maximize…

信息检索 · 计算机科学 2017-07-26 Dietmar Jannach , Gediminas Adomavicius

We study a market for private data in which a data analyst publicly releases a statistic over a database of private information. Individuals that own the data incur a cost for their loss of privacy proportional to the differential privacy…

计算机科学与博弈论 · 计算机科学 2012-10-01 Pranav Dandekar , Nadia Fawaz , Stratis Ioannidis

In markets where algorithmic data processing is increasingly prevalent, recommendation algorithms can substantially affect trade and welfare. We consider a setting in which an algorithm recommends a product based on its value to the buyer…

理论经济学 · 经济学 2025-06-17 Shota Ichihashi , Alex Smolin

For product rating environments, similar to that of Amazon Reviews, it has been shown that the truthful elicitation of feedback is possible through mechanisms which pay buyer reports contingent on the reports of other buyers. We study…

计算机科学与博弈论 · 计算机科学 2012-03-19 Jens Witkowski

Consider a market where a seller owns an item for sale and a buyer wants to purchase it. Each player has private information, known as their type. It can be costly and difficult for the players to reach an agreement through direct…

计算机科学与博弈论 · 计算机科学 2024-10-29 Zhikang Fan , Weiran Shen

An increasing number of businesses and organisations rely on existing users for finding new users or spreading a message. One of the widely used "refer-a-friend" mechanisms offers an equal reward to both the referrer and the invitee. This…

计算机科学与博弈论 · 计算机科学 2014-04-03 Talal Rahwan , Victor Naroditskiy , Tomasz Michalak , Michael Wooldridge , Nicholas R Jennings

Recommender systems play an increasingly crucial role in shaping people's opportunities, particularly in online dating platforms. It is essential from the user's perspective to increase the probability of matching with a suitable partner…

信息检索 · 计算机科学 2024-09-04 Yoji Tomita , Tomohiki Yokoyama

Automated recommendations can nowadays be found on many e-commerce platforms, and such recommendations can create substantial value for consumers and providers. Often, however, not all recommendable items have the same profit margin, and…

社会与信息网络 · 计算机科学 2022-09-12 Nada Ghanem , Stephan Leitner , Dietmar Jannach

With a vast number of items, web-pages, and news to choose from, online services and the customers both benefit tremendously from personalized recommender systems. Such systems however provide great opportunities for targeted…

信息检索 · 计算机科学 2015-04-16 Subhashini Krishnasamy , Rajat Sen , Sewoong Oh , Sanjay Shakkottai

We study a recommendation system where sellers compete for visibility by strategically offering commissions to a platform that optimally curates a ranked menu of items and their respective prices for each customer. Customers interact…

理论经济学 · 经济学 2025-10-07 Tushar Shankar Walunj , Veeraruna Kavitha , Jayakrishnan Nair , Priyank Agarwal

With the increasing use of auctions in online advertising, there has been a large effort to study seller revenue maximization, following Myerson's seminal work, both theoretically and practically. We take the point of view of the buyer in…

计算机科学与博弈论 · 计算机科学 2019-03-27 Marc Abeille , Clément Calauzènes , Noureddine El Karoui , Thomas Nedelec , Vianney Perchet

We consider the pricing problem faced by a seller who assigns a price to a good that confers its benefits not only to its buyers, but also to other individuals around them. For example, a snow-blower is potentially useful not only to the…

计算机科学与博弈论 · 计算机科学 2013-05-02 Michal Feldman , David Kempe , Brendan Lucier , Renato Paes Leme

We introduce a game-theoretic approach to the study of recommendation systems with strategic content providers. Such systems should be fair and stable. Showing that traditional approaches fail to satisfy these requirements, we propose the…

计算机科学与博弈论 · 计算机科学 2018-10-19 Omer Ben-Porat , Moshe Tennenholtz

We study a single-buyer pricing problem with unreliable side information, motivated by the increasing use of AI-assisted decision-making and LLM-based predictions. The seller observes a private sample that may be either accurate (coinciding…

计算机科学与博弈论 · 计算机科学 2026-04-06 Zhihao Gavin Tang , Yixin Tao , Shixin Wang

Recommender systems have emerged as a new weapon to help online firms to realize many of their strategic goals (e.g., to improve sales, revenue, customer experience etc.). However, many existing techniques commonly approach these goals by…

信息检索 · 计算机科学 2012-12-11 Shuang-Hong Yang

We study the use of viral marketing strategies on social networks to maximize revenue from the sale of a single product. We propose a model in which the decision of a buyer to buy the product is influenced by friends that own the product…

数据结构与算法 · 计算机科学 2009-02-23 David Arthur , Rajeev Motwani , Aneesh Sharma , Ying Xu

We consider the fundamental scenario where a single item is to be sold to one of two agents. Both agents draw their valuation for the item from the same probability distribution. However, only one of them submits a bid to the mechanism. The…

计算机科学与博弈论 · 计算机科学 2025-08-26 Ioannis Caragiannis , Georgios Kalantzis

A competitive market is modeled as a game of incomplete information. One player observes some payoff-relevant state and can sell (possibly noisy) messages thereof to the other, whose willingness to pay is contingent on their own beliefs. We…

计算机科学与博弈论 · 计算机科学 2025-05-02 Thomas Falconer , Anubhav Ratha , Jalal Kazempour , Pierre Pinson , Maryam Kamgarpour

I study a repeated game in which a patient player (e.g., a seller) wants to win the trust of some myopic opponents (e.g., buyers) but can strictly benefit from betraying them. Her benefit from betrayal is strictly positive and is her…

理论经济学 · 经济学 2020-06-16 Harry Pei
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