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Machine learning models play a key role for service providers looking to gain market share in consumer markets. However, traditional learning approaches do not take into account the existence of additional providers, who compete with each…

机器学习 · 计算机科学 2025-08-15 Ohad Einav , Nir Rosenfeld

Algorithmic fairness has emerged as a central issue in ML, and it has become standard practice to adjust ML algorithms so that they will satisfy fairness requirements such as Equal Opportunity. In this paper we consider the effects of…

机器学习 · 计算机科学 2025-10-28 Ronen Gradwohl , Eilam Shapira , Moshe Tennenholtz

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

Competitive interactions represent one of the driving forces behind evolution and natural selection in biological and sociological systems. For example, animals in an ecosystem may vie for food or mates; in a market economy, firms may…

物理与社会 · 物理学 2013-07-03 Jacobo Aguirre , David Papo , Javier M. Buldú

We consider auction environments in which at the time of the auction bidders observe signals about their ex-post value. We introduce a model of novice bidders who do not know know the joint distribution of signals and instead build a…

理论经济学 · 经济学 2021-07-02 Philippe Jehiel , Konrad Mierendorff

The design of data markets has gained importance as firms increasingly use machine learning models fueled by externally acquired training data. A key consideration is the externalities firms face when data, though inherently freely…

计算机科学与博弈论 · 计算机科学 2024-10-22 Anish Agarwal , Munther Dahleh , Thibaut Horel , Maryann Rui

We offer a parsimonious model to investigate how strategic wind producers sell energy under stochastic production constraints, where the extent of heterogeneity of wind energy availability varies according to wind farm locations. The main…

综合经济学 · 经济学 2019-01-01 Ali Kakhbod , Asuman Ozdaglar , Ian Schneider

We consider the problem of designing auctions which maximize consumer surplus (i.e., the social welfare minus the payments charged to the buyers). In the consumer surplus maximization problem, a seller with a set of goods faces a set of…

计算机科学与博弈论 · 计算机科学 2025-03-18 Tomer Ezra , Daniel Schoepflin , Ariel Shaulker

Modern ad auctions allow advertisers to target more specific segments of the user population. Unfortunately, this is not always in the best interest of the ad platform. In this paper, we examine the following basic question in the context…

计算机科学与博弈论 · 计算机科学 2019-07-16 Ashwinkumar Badanidiyuru , Kshipra Bhawalkar , Haifeng Xu

We solve for the equilibrium dynamics of information sharing in a large population. Each agent is endowed with signals regarding the likely outcome of a random variable of common concern. Individuals choose the effort with which they search…

概率论 · 数学 2008-11-20 Darrell Duffie , Semyon Malamud , Gustavo Manso

In various markets where sellers compete in price, price oscillations are observed rather than convergence to equilibrium. Such fluctuations have been empirically observed in the retail market for gasoline, in airline pricing and in the…

计算机科学与博弈论 · 计算机科学 2015-04-28 Moshe Babaioff , Renato Paes Leme , Balasubramanian Sivan

We study the power of price discrimination via an intermediary in bilateral trade, when there is a revenue-maximizing seller selling an item to a buyer with a private value drawn from a prior. Between the seller and the buyer, there is an…

计算机科学与博弈论 · 计算机科学 2023-04-28 Shao-Heng Ko , Kamesh Munagala

We study information disclosure in competitive markets with adverse selection. Sellers privately observe product quality, with higher quality entailing higher production costs, while buyers trade at the market-clearing price after observing…

理论经济学 · 经济学 2025-10-03 Andrea Di Giovan Paolo , Jose Higueras

Motivated by applications to word-of-mouth advertising, we consider a game-theoretic scenario in which competing advertisers want to target initial adopters in a social network. Each advertiser wishes to maximize the resulting cascade of…

计算机科学与博弈论 · 计算机科学 2014-03-26 Allan Borodin , Mark Braverman , Brendan Lucier , Joel Oren

This paper studies optimal mechanisms for collecting and trading data. Consumers benefit from revealing information about their tastes to a service provider because this improves the service. However, the information is also valuable to a…

理论经济学 · 经济学 2026-01-29 Jiadong Gu

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

A seller offers an asset in a decentralised market. Buyers have private signals about their common value. I study whether the market becomes allocatively more efficient with (i) more buyers, (ii) better-informed buyers. Both increase the…

理论经济学 · 经济学 2025-08-04 D. Carlos Akkar

We analyze digital markets where a monopolist platform uses data to match multiproduct sellers with heterogeneous consumers who can purchase both on and off the platform. The platform sells targeted ads to sellers that recommend their…

理论经济学 · 经济学 2023-04-18 Dirk Bergemann , Alessandro Bonatti

We explore a model of duopolistic competition in which consumers learn about the fit of each competitor's product. In equilibrium, consumers comparison shop: they learn only about the relative values of the products. When information is…

理论经济学 · 经济学 2023-04-18 Brian C. Albrecht , Mark Whitmeyer

I consider an environment in which a decision maker faces uncertainty and privately holds information in the form of a signal about the true state of the world. The decision maker purchases additional information from a data broker before…

理论经济学 · 经济学 2026-03-02 Arlindo Skënderaj