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相关论文: Regulatory Instruments for Fair Personalized Prici…

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We model a market in which nonstrategic vendors sell items of different types and offer bundles at discounted prices triggered by demand volumes. Each buyer acts strategically in order to maximize her utility, given by the difference…

计算机科学与博弈论 · 计算机科学 2016-03-02 Lorenzo Coviello , Yiling Chen , Massimo Franceschetti

We study a producer's problem of selling a product to a continuum of privacy-conscious consumers, where the producer can implement third-degree price discrimination, offering different prices to different market segments. We consider a…

理论经济学 · 经济学 2024-06-18 Alireza Fallah , Michael I. Jordan , Ali Makhdoumi , Azarakhsh Malekian

A platform charges a producer for disclosing quality evidence to consumers before trade. It aims to maximize its revenue guarantee across potentially multiple equilibria which arise from the interdependence of producer purchase decisions…

理论经济学 · 经济学 2025-06-17 Tan Gan , Hongcheng Li

In real-world classification settings, such as loan application evaluation or content moderation on online platforms, individuals respond to classifier predictions by strategically updating their features to increase their likelihood of…

计算机与社会 · 计算机科学 2023-09-19 Vijay Keswani , L. Elisa Celis

I characterize the consumer-optimal market segmentation in competitive markets where multiple firms selling differentiated products to consumers with unit demand. This segmentation is public---in that each firm observes the same market…

综合经济学 · 经济学 2020-11-26 Wenhao Li

We study multi-product monopoly pricing where the seller jointly designs the selling mechanism and the information structure for the buyer to learn his values. Unlike the case with exogenous information, we show that when the seller…

计算机科学与博弈论 · 计算机科学 2025-10-29 Yang Cai , Yingkai Li , Jinzhao Wu

The energy transition is expected to significantly increase the share of renewable energy sources whose production is intermittent in the electricity mix. Apart from key benefits, this development has the major drawback of generating a…

交易与市场微观结构 · 定量金融 2023-01-30 Thibaut Théate , Antonio Sutera , Damien Ernst

Personalized pricing, which involves tailoring prices based on individual characteristics, is commonly used by firms to implement a consumer-specific pricing policy. In this process, buyers can also strategically manipulate their feature…

机器学习 · 统计学 2024-06-27 Pangpang Liu , Zhuoran Yang , Zhaoran Wang , Will Wei Sun

The primary contribution of this paper resides in devising constant-factor approximation guarantees for revenue maximization in two-sided matching markets, under general pairwise rewards. A major distinction between our work and…

计算机科学与博弈论 · 计算机科学 2024-11-26 Dan Nissim , Danny Segev , Alfredo Torrico

Large-scale online recommendation systems must facilitate the allocation of a limited number of items among competing users while learning their preferences from user feedback. As a principled way of incorporating market constraints and…

机器学习 · 计算机科学 2022-12-15 Yigit Efe Erginbas , Soham Phade , Kannan Ramchandran

Rankings are the primary interface through which many online platforms match users to items (e.g. news, products, music, video). In these two-sided markets, not only the users draw utility from the rankings, but the rankings also determine…

信息检索 · 计算机科学 2020-06-01 Marco Morik , Ashudeep Singh , Jessica Hong , Thorsten Joachims

A decision maker typically (i) incorporates training data to learn about the relative effectiveness of treatments, and (ii) chooses an implementation mechanism that implies an ``optimal'' predicted outcome distribution according to some…

计量经济学 · 经济学 2025-05-29 Anders Bredahl Kock , David Preinerstorfer

Two-sided marketplaces embody heterogeneity in incentives: producers seek exposure while consumers seek relevance, and balancing these competing objectives through constrained optimization is now a standard practice. Yet real platforms face…

计算机科学与博弈论 · 计算机科学 2026-02-13 Dominykas Seputis , Alexander Timans , Rajeev Verma

We consider the use of pricing as a regulatory mechanism when an unknown number of autonomous agents compete for access to a shared resource (possibly limited in volume or capacity). In standard dynamic pricing control systems, an…

The performance of an energy system under a real-time pricing mechanism depends on the consumption behavior of its customers, which involves uncertainties. In this paper, we consider a system operator that charges its customers with a…

系统与控制 · 计算机科学 2016-11-17 Ceyhun Eksin , Hakan Delic , Alejandro Ribeiro

Economic institutions often influence market outcomes not by directly controlling sellers' menus, but by shaping the market composition sellers face. We study the welfare effects of this upstream choice in a monopoly screening model. An…

理论经济学 · 经济学 2026-05-05 Panagiotis Kyriazis

In this paper we study the problem of allocating a scarce resource among several players (or agents). A central decision maker wants to maximize the total utility of all agents. However, such a solution may be unfair for one or more agents…

计算机科学与博弈论 · 计算机科学 2016-11-21 Gaia Nicosia , Andrea Pacifici , Ulrich Pferschy

In this paper, we study the contextual dynamic pricing problem where the market value of a product is linear in its observed features plus some market noise. Products are sold one at a time, and only a binary response indicating success or…

机器学习 · 计算机科学 2022-05-05 Jianqing Fan , Yongyi Guo , Mengxin Yu

We consider a profit maximization problem in an urban mobility on-demand service, of which the operator owns a fleet, provides both exclusive and shared trip services, and dynamically determines prices of offers. With knowledge of the…

最优化与控制 · 数学 2018-02-13 Han Qiu , Ruimin Li , Jinhua Zhao

We investigate the problem of fair recommendation in the context of two-sided online platforms, comprising customers on one side and producers on the other. Traditionally, recommendation services in these platforms have focused on…

人工智能 · 计算机科学 2026-02-26 Gourab K Patro , Arpita Biswas , Niloy Ganguly , Krishna P. Gummadi , Abhijnan Chakraborty