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In the Learning to Price setting, a seller posts prices over time with the goal of maximizing revenue while learning the buyer's valuation. This problem is very well understood when values are stationary (fixed or iid). Here we study the…

计算机科学与博弈论 · 计算机科学 2021-06-10 Renato Paes Leme , Balasubramanian Sivan , Yifeng Teng , Pratik Worah

We study the optimal pricing strategy of a monopolist selling homogeneous goods to customers over multiple periods. The customers choose their time of purchase to maximize their payoff that depends on their valuation of the product, the…

计算机科学与博弈论 · 计算机科学 2018-06-28 Ali Makhdoumi , Azarakhsh Malekian , Asuman Ozdaglar

We consider dynamic pricing with covariates under a generalized linear demand model: a seller can dynamically adjust the price of a product over a horizon of $T$ time periods, and at each time period $t$, the demand of the product is…

机器学习 · 计算机科学 2023-11-14 Hanzhao Wang , Kalyan Talluri , Xiaocheng Li

We consider a two-product inventory system with independent Poisson demands, limited joint storage capacity and partial demand substitution. Replenishment is performed simultaneously for both products and the replenishment time may be fixed…

最优化与控制 · 数学 2015-10-20 Apostolos N. Burnetas , Odysseas Kanavetas

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

In this paper, we present a simple microeconomic model with linear continuous-time dynamics that describes a production-inventory system with debt repayment. This model is formulated in terms of optimal control and its exact solutions are…

最优化与控制 · 数学 2012-06-01 Ekaterina Tuchnolobova , Victor Terletskiy , Olga Vasilieva

Demand forecasting is a crucial component of demand management. While shortening the forecasting horizon allows for more recent data and less uncertainty, this frequently means lower data aggregation levels and a more significant data…

机器学习 · 计算机科学 2021-03-26 Jože M. Rožanec , Dunja Mladenić

A natural optimization model that formulates many online resource allocation and revenue management problems is the online linear program (LP) in which the constraint matrix is revealed column by column along with the corresponding…

数据结构与算法 · 计算机科学 2014-04-10 Shipra Agrawal , Zizhuo Wang , Yinyu Ye

Assortment optimization is a critical tool for online retailers aiming to maximize revenue. However, optimizing purely for revenue can lead to unbalanced sales across products, potentially causing a long tail of low-selling products and…

计算机科学与博弈论 · 计算机科学 2026-03-16 Omar El Housni , Qing Feng , Huseyin Topaloglu

We revisit the classic Cournot model and extend it to a two-echelon supply chain with an upstream supplier who operates under demand uncertainty and multiple downstream retailers who compete over quantity. The supplier's belief about retail…

计算机科学与博弈论 · 计算机科学 2021-07-19 Constandina Koki , Stefanos Leonardos , Costis Melolidakis

Linearized models of power systems are often desirable to formulate tractable control and optimization problems that still reflect real-world physics adequately under various operating conditions. In this paper, we propose an approach that…

最优化与控制 · 数学 2018-05-28 Marc Hohmann , Joseph Warrington , John Lygeros

Second-price auctions with reserve play a critical role for modern search engine and popular online sites since the revenue of these companies often directly de- pends on the outcome of such auctions. The choice of the reserve price is the…

机器学习 · 计算机科学 2014-12-03 Mehryar Mohri , Andres Muñoz Medina

We study the mechanism design problem of selling $k$ items to unit-demand buyers with private valuations for the items. A buyer either participates directly in the auction or is represented by an intermediary, who represents a subset of…

计算机科学与博弈论 · 计算机科学 2021-11-23 Gagan Aggarwal , Kshipra Bhawalkar , Guru Guruganesh , Andres Perlroth

In this paper we include dependency structures for electricity price forecasting and forecasting evaluation. We work with off-peak and peak time series from the German-Austrian day-ahead price, hence we analyze bivariate data. We first…

计量经济学 · 经济学 2023-04-12 Peru Muniain , Florian Ziel

Using duality theory techniques we derive simple, closed-form formulas for bounding the optimal revenue of a monopolist selling many heterogeneous goods, in the case where the buyer's valuations for the items come i.i.d. from a uniform…

计算机科学与博弈论 · 计算机科学 2015-10-14 Yiannis Giannakopoulos

We study the classic setting of envy-free pricing, in which a single seller chooses prices for its many items, with the goal of maximizing revenue once the items are allocated. Despite the large body of work addressing such settings, most…

计算机科学与博弈论 · 计算机科学 2017-05-03 Elliot Anshelevich , Koushik Kar , Shreyas Sekar

Choice modeling is at the core of understanding how changes to the competitive landscape affect consumer choices and reshape market equilibria. In this paper, we propose a fundamental characterization of choice functions that encompasses a…

计量经济学 · 经济学 2024-02-21 Amandeep Singh , Ye Liu , Hema Yoganarasimhan

Price perception by consumers represents a challenge to the ability of a business to correctly and profitably price and sell their products or services in a given market and any new target market. Complicating the perception of prices is…

综合经济学 · 经济学 2024-02-20 Shawn Berry

Off-the-shelf machine learning algorithms for prediction such as regularized logistic regression cannot exploit the information of time-varying features without previously using an aggregation procedure of such sequential data. However,…

应用统计 · 统计学 2019-09-26 C. Gary Mena , Arno De Caigny , Kristof Coussement , Koen W. De Bock , Stefan Lessmann

An indivisible object may be sold to one of $n$ agents who know their valuations of the object. The seller would like to use a revenue-maximizing mechanism but her knowledge of the valuations' distribution is scarce: she knows only the…

理论经济学 · 经济学 2020-08-27 Alex Suzdaltsev