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相关论文: Regulatory Instruments for Fair Personalized Prici…

200 篇论文

With the rise of the digital economy and an explosion of available information about consumers, effective personalization of goods and services has become a core business focus for companies to improve revenues and maintain a competitive…

机器学习 · 计算机科学 2022-11-04 Zhaonan Qu , Isabella Qian , Zhengyuan Zhou

We study optimal monopoly pricing over consumer networks governed by general nonlinear utilities. In our framework, a consumer's utility is jointly determined by an individualized price and the consumption choices of their peers, propagated…

统计理论 · 数学 2026-05-15 Daniele Bracale , George Michailidis

Pricing decisions are often made when market information is still poor. In turn, existing theoretical models often reason about the response of optimal prices to changing market characteristics without exploiting all available information…

最优化与控制 · 数学 2021-07-19 Stefanos Leonardos , Costis Melolidakis , Constandina Koki

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

In this paper we consider the problem of pricing multiple differentiated products. This is challenging as a price change in one product, not only changes the demand of that particular product, but also the demand for the other products. To…

最优化与控制 · 数学 2017-10-27 Ruben van de Geer , Sandjai Bhulai

We study how to optimally segment monopolistic markets with a redistributive objective. We characterize optimal redistributive segmentations and show that they (i) induce the seller to price progressively, i.e., charge richer consumers…

理论经济学 · 经济学 2026-05-14 Victor Augias , Alexis Ghersengorin , Daniel M. A. Barreto

We consider the problem of a firm seeking to use personalized pricing to sell an exogenously given stock of a product over a finite selling horizon to different consumer types. We assume that the type of an arriving consumer can be observed…

机器学习 · 计算机科学 2021-10-08 Ningyuan Chen , Guillermo Gallego

This paper tackles challenges in pricing and revenue projections due to consumer uncertainty. We propose a novel data-based approach for firms facing unknown consumer type distributions. Unlike existing methods, we assume firms only observe…

理论经济学 · 经济学 2024-05-28 Duarte Gonçalves , Bruno A. Furtado

We consider a platform facilitating trade between sellers and buyers with the objective of maximizing consumer surplus. Even though in many such marketplaces prices are set by revenue-maximizing sellers, platforms can influence prices…

理论经济学 · 经济学 2022-12-16 Yonatan Gur , Gregory Macnamara , Ilan Morgenstern , Daniela Saban

A monopoly platform sells either a risky product (with unknown utility) or a safe product (with known utility) to agents who sequentially arrive and learn the utility of the risky product by the reporting of previous agents. It is costly…

理论经济学 · 经济学 2023-12-12 Kaiwei Zhang , Xi Weng , Xienan Cheng

Statistical agencies face a dual mandate to publish accurate statistics while protecting respondent privacy. Increasing privacy protection requires decreased accuracy. Recognizing this as a resource allocation problem, we propose an…

密码学与安全 · 计算机科学 2019-03-12 John M. Abowd , Ian M. Schmutte

Motivated by Germany's April 2026 fuel price regulation, in this note I study a two-period pricing problem with demand uncertainty and a rule that prohibits more than one price increase during the day. Under flexible pricing, the firm…

理论经济学 · 经济学 2026-04-21 Philipp Denter

Algorithmic pricing is the computational problem that sellers (e.g., in supermarkets) face when trying to set prices for their items to maximize their profit in the presence of a known demand. Guruswami et al. (2005) propose this problem…

计算机科学与博弈论 · 计算机科学 2008-08-13 Shuchi Chawla , Jason Hartline , Robert Kleinberg

We consider a multiproduct monopoly pricing model. We provide sufficient conditions under which the optimal mechanism can be implemented via upgrade pricing -- a menu of product bundles that are nested in the strong set order. Our approach…

计算机科学与博弈论 · 计算机科学 2021-12-03 Dirk Bergemann , Alessandro Bonatti , Andreas Haupt , Alex Smolin

Prior work has investigated variations of prediction markets that preserve participants' (differential) privacy, which formed the basis of useful mechanisms for purchasing data for machine learning objectives. Such markets required…

计算机科学与博弈论 · 计算机科学 2018-10-30 Rafael Frongillo , Bo Waggoner

We consider a personalized pricing problem in which we have data consisting of feature information, historical pricing decisions, and binary realized demand. The goal is to perform off-policy evaluation for a new personalized pricing policy…

机器学习 · 统计学 2023-02-27 Adam N. Elmachtoub , Vishal Gupta , Yunfan Zhao

We consider a regulator willing to drive individual choices towards increasing social welfare by providing incentives to a large population of individuals. For that purpose, we formalize and solve the problem of finding an optimal…

计量经济学 · 经济学 2022-10-04 Lucas Javaudin , Andrea Araldo , André de Palma

In many markets, like electricity or cloud computing markets, providers incur large costs for keeping sufficient capacity in reserve to accommodate demand fluctuations of a mostly fixed user base. These costs are significantly affected by…

计算机科学与博弈论 · 计算机科学 2020-04-07 Ludwig Dierks , Sven Seuken

Consider a trade market with one seller and multiple buyers. The seller aims to sell an indivisible item and maximize their revenue. This paper focuses on a simple and popular mechanism--the fixed-price mechanism. Unlike the standard…

计算机科学与博弈论 · 计算机科学 2024-11-19 Zhikang Fan , Weiran Shen

Can competition among misaligned AI providers yield aligned outcomes for a diverse population of users, and what role does model personalization play? We study a setting where multiple competing AI providers interact with multiple users who…

计算机科学与博弈论 · 计算机科学 2026-02-17 Natalie Collina , Surbhi Goel , Aaron Roth , Mirah Shi