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Ensuring fair outcomes for multiple stakeholders in recommender systems has been studied mostly in terms of algorithmic interventions: building new models with better fairness properties, or using reranking to improve outcomes from an…

信息检索 · 计算机科学 2025-09-30 Elizabeth McKinnie , Anas Buhayh , Clement Canel , Robin Burke

We consider a single buyer with a combinatorial preference that would like to purchase related products and services from different vendors, where each vendor supplies exactly one product. We study the general case where subsets of products…

计算机科学与博弈论 · 计算机科学 2014-01-09 Moshe Babaioff , Noam Nisan , Renato Paes Leme

Although both data availability and the demand for accurate forecasts are increasing, collaboration between stakeholders is often constrained by data ownership and competitive interests. In contrast to recent proposals within cooperative…

机器学习 · 计算机科学 2026-05-14 Michael Vitali , Pierre Pinson

The mixed logit model is a flexible and widely used demand model in pricing and revenue management. However, existing work on mixed-logit pricing largely focuses on unconstrained settings, limiting its applicability in practice where prices…

最优化与控制 · 数学 2026-02-10 Hoang Giang Pham , Tien Mai

The sorting and filtering capabilities offered by modern e-commerce platforms significantly impact customers' purchase decisions, as well as the resulting prices set by competing sellers on these platforms. Motivated by this practical…

计算机科学与博弈论 · 计算机科学 2024-08-21 Siddhartha Banerjee , Chamsi Hssaine , Vijay Kamble

Linear Fisher market is one of the most fundamental economic models. The market is traditionally examined on the basis of individual's price-taking behavior. However, this assumption breaks in markets such as online advertising and…

计算机科学与博弈论 · 计算机科学 2024-07-17 Juncheng Li , Pingzhong Tang

We empirically study the interplay between exploration and competition. Systems that learn from interactions with users often engage in exploration: making potentially suboptimal decisions in order to acquire new information for future…

计算机科学与博弈论 · 计算机科学 2019-05-03 Guy Aridor , Kevin Liu , Aleksandrs Slivkins , Zhiwei Steven Wu

Choice overload - in which larger choice sets are detrimental to a chooser's well-being - is potentially of great importance in the design of economic policy. Yet the current evidence on its prevalence is inconclusive. We argue that…

综合经济学 · 经济学 2025-06-27 Mark Dean , Dilip Ravindran , Jörg Stoye

Motivated by online advertising auctions, we consider repeated Vickrey auctions where goods of unknown value are sold sequentially and bidders only learn (potentially noisy) information about a good's value once it is purchased. We adopt an…

计算机科学与博弈论 · 计算机科学 2015-11-19 Jonathan Weed , Vianney Perchet , Philippe Rigollet

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

This paper studies Markov perfect equilibria in a repeated duopoly model where sellers choose algorithms. An algorithm is a mapping from the competitor's price to own price. Once set, algorithms respond quickly. Customers arrive randomly…

理论经济学 · 经济学 2022-07-04 Rohit Lamba , Sergey Zhuk

Two-sided matching platforms provide users with menus of match recommendations. To maximize the number of realized matches between the two sides (referred here as customers and suppliers), the platform must balance the inherent tension…

计算机科学与博弈论 · 计算机科学 2020-07-29 Itai Ashlagi , Anilesh K. Krishnaswamy , Rahul Makhijani , Daniela Saban , Kirankumar Shiragur

The Mallows model is a popular distribution for ranked data. We empirically and theoretically analyze how the properties of rankings sampled from the Mallows model change when increasing the number of alternatives. We find that real-world…

统计方法学 · 统计学 2024-01-29 Niclas Boehmer , Piotr Faliszewski , Sonja Kraiczy

We study the dynamic joint assortment selection and positioning problem, where the attraction of each product depends on both its intrinsic appeal and its display position under a Multinomial Logit (MNL) choice framework. Our study ranges…

机器学习 · 计算机科学 2026-05-19 Xi Chen , Shibo Dai , Jiameng Lyu , Yuan Zhou

We address the challenging problem of dynamically pricing complementary items that are sequentially displayed to customers. An illustrative example is the online sale of flight tickets, where customers navigate through multiple web pages.…

There are clear benefits associated with a particular consumer choice for many current markets. For example, as we consider here, some products might carry environmental or `green' benefits. Some consumers might value these benefits while…

综合金融 · 定量金融 2008-12-02 Gérard Weisbuch , Vincent Buskens , Luat Vuong

We consider an assortment optimization problem under the multinomial logit choice model with general covering constraints. In this problem, the seller offers an assortment that should contain a minimum number of products from multiple…

最优化与控制 · 数学 2025-10-06 Omar El Housni , Qing Feng , Huseyin Topaloglu

Models of auctions or tendering processes are introduced. In every round of bidding the players select their bid from a probability distribution and whenever a bid is unsuccessful, it is discarded and replaced. For simple models, the…

适应与自组织系统 · 物理学 2009-11-07 R. D'Hulst , G. J. Rodgers

Data regulations increasingly enable consumers to switch among market segments, making segmentation an endogenous outcome of strategic interaction. We study a model in which consumers choose segments before a monopolist sets…

理论经济学 · 经济学 2026-05-14 Zhonghong Kuang , Sanxi Li , Yi Liu , Yang Yu

Matching markets are of particular interest in computer science and economics literature as they are often used to model real-world phenomena where we aim to equitably distribute a limited amount of resources to multiple agents and…

计算机科学与博弈论 · 计算机科学 2021-10-01 Andrew Yang , Bruce Changlong Xu , Ivan Villa-Renteria