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相关论文: Revenue Maximization Under Sequential Price Compet…

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We consider a periodical equilibrium pricing problem for multiple firms over a planning horizon of T periods. At each period, firms set their selling prices and receive stochastic demand from consumers. Firms do not know their underlying…

计算机科学与博弈论 · 计算机科学 2024-06-07 Yongge Yang , Yu-Ching Lee , Po-An Chen

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

Dynamic pricing of goods in a competitive environment to maximize revenue is a natural objective and has been a subject of research over the years. In this paper, we focus on a class of markets exhibiting the substitutes property with…

机器学习 · 计算机科学 2017-09-18 Paresh Nakhe

Price discrimination, which refers to the strategy of setting different prices for different customer groups, has been widely used in online retailing. Although it helps boost the collected revenue for online retailers, it might create…

机器学习 · 计算机科学 2023-07-31 Xi Chen , Jiameng Lyu , Xuan Zhang , Yuan Zhou

Recently, there is growing interest and need for dynamic pricing algorithms, especially, in the field of online marketplaces by offering smart pricing options for big online stores. We present an approach to adjust prices based on the…

最优化与控制 · 数学 2021-01-13 David Müller , Yurii Nesterov , Vladimir Shikhman

We study competitive dynamic pricing among multiple sellers, motivated by the rise of large-scale experimentation and algorithmic pricing in retail and online marketplaces. Sellers repeatedly set prices using simple learning rules and…

计算机科学与博弈论 · 计算机科学 2026-05-25 Bar Light , Wenyu Wang

Feature-based dynamic pricing is an increasingly popular model of setting prices for highly differentiated products with applications in digital marketing, online sales, real estate and so on. The problem was formally studied as an online…

机器学习 · 计算机科学 2021-10-26 Jianyu Xu , Yu-Xiang Wang

The computation of equilibrium prices at which the supply of goods matches their demand typically relies on complete information on agents' private attributes, e.g., suppliers' cost functions, which are often unavailable in practice.…

计算机科学与博弈论 · 计算机科学 2025-06-17 Devansh Jalota , Haoyuan Sun , Navid Azizan

This work is dedicated to the algorithm design in a competitive framework, with the primary goal of learning a stable equilibrium. We consider the dynamic price competition between two firms operating within an opaque marketplace, where…

计算机科学与博弈论 · 计算机科学 2023-05-30 Mengzi Amy Guo , Donghao Ying , Javad Lavaei , Zuo-Jun Max Shen

In contextual dynamic pricing, a seller sequentially prices goods based on contextual information. Buyers will purchase products only if the prices are below their valuations. The goal of the seller is to design a pricing strategy that…

机器学习 · 统计学 2025-02-14 Matilde Tullii , Solenne Gaucher , Nadav Merlis , Vianney Perchet

Contextual pricing strategies are prevalent in online retailing, where the seller adjusts prices based on products' attributes and buyers' characteristics. Although such strategies can enhance seller's profits, they raise concerns about…

计算机科学与博弈论 · 计算机科学 2026-03-17 Pangpang Liu , Will Wei Sun

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

We consider a dynamic pricing problem for repeated contextual second-price auctions with multiple strategic buyers who aim to maximize their long-term time discounted utility. The seller has limited information on buyers' overall demand…

机器学习 · 计算机科学 2023-02-08 Negin Golrezaei , Patrick Jaillet , Jason Cheuk Nam Liang

We consider a novel pricing and advertising framework, where a seller not only sets product price but also designs flexible 'advertising schemes' to influence customers' valuation of the product. We impose no structural restriction on the…

计算机科学与博弈论 · 计算机科学 2024-12-12 Shipra Agrawal , Yiding Feng , Wei Tang

Motivated by the application of real-time pricing in e-commerce platforms, we consider the problem of revenue-maximization in a setting where the seller can leverage contextual information describing the customer's history and the product's…

机器学习 · 计算机科学 2019-08-13 Virag Shah , Jose Blanchet , Ramesh Johari

We study a recommendation system where sellers compete for visibility by strategically offering commissions to a platform that optimally curates a ranked menu of items and their respective prices for each customer. Customers interact…

理论经济学 · 经济学 2025-10-07 Tushar Shankar Walunj , Veeraruna Kavitha , Jayakrishnan Nair , Priyank Agarwal

We study an online dynamic pricing problem where the potential demand at each time period $t=1,2,\ldots, T$ is stochastic and dependent on the price. However, a perishable inventory is imposed at the beginning of each time $t$, censoring…

机器学习 · 统计学 2026-01-26 Jianyu Xu , Yining Wang , Xi Chen , Yu-Xiang Wang

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

Personalized pricing analytics is becoming an essential tool in retailing. Upon observing the personalized information of each arriving customer, the firm needs to set a price accordingly based on the covariates such as income, education…

机器学习 · 计算机科学 2020-02-18 Ningyuan Chen , Guillermo Gallego

We study the problem of pricing under a Multinomial Logit model where we incorporate network effects over the consumer's decisions. We analyse both cases, when sellers compete or collaborate. In particular, we pay special attention to the…

计算机科学与博弈论 · 计算机科学 2020-05-08 Felipe Maldonado , Gerardo Berbeglia , Pascal Van Hentenryck
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