中文
相关论文

相关论文: Assortment Optimization with Repeated Exposures an…

200 篇论文

Consider a storage area where arriving items are stored temporarily in bounded capacity stacks until their departure. We look into the problem of deciding where to put an arriving item with the objective of minimizing the maximum number of…

数据结构与算法 · 计算机科学 2020-06-11 Martin Olsen , Allan Gross

When tracking user-specific online activities, each user's preference is revealed in the form of choices and comparisons. For example, a user's purchase history is a record of her choices, i.e. which item was chosen among a subset of…

机器学习 · 统计学 2019-01-01 Sahand Negahban , Sewoong Oh , Kiran K. Thekumparampil , Jiaming Xu

With the growing needs of online A/B testing to support the innovation in industry, the opportunity cost of running an experiment becomes non-negligible. Therefore, there is an increasing demand for an efficient continuous monitoring…

机器学习 · 计算机科学 2023-04-04 Runzhe Wan , Yu Liu , James McQueen , Doug Hains , Rui Song

Optimization is commonly employed to determine the content of web pages, such as to maximize conversions on landing pages or click-through rates on search engine result pages. Often the layout of these pages can be decoupled into several…

机器学习 · 计算机科学 2018-10-24 Daniel N Hill , Houssam Nassif , Yi Liu , Anand Iyer , S V N Vishwanathan

We study a submodular maximization problem motivated by applications in online retail. A platform displays a list of products to a user in response to a search query. The user inspects the first $k$ items in the list for a $k$ chosen at…

计算机科学与博弈论 · 计算机科学 2022-10-24 Arash Asadpour , Rad Niazadeh , Amin Saberi , Ali Shameli

In the rapidly evolving landscape of retail, assortment planning plays a crucial role in determining the success of a business. With the rise of sponsored products and their increasing prominence in online marketplaces, retailers face new…

数据结构与算法 · 计算机科学 2024-02-12 Shaojie Tang , Shuzhang Cai , Jing Yuan , Kai Han

This paper presents the Sequential Rationality Hypothesis, which argues that consumers are better able to make utility-maximizing decisions when products appear in sequential pairwise comparisons rather than in simultaneous multi-option…

理论经济学 · 经济学 2026-01-23 Dipankar Das

We consider assortment and inventory planning problems with dynamic stockout-based substitution effects, and without replenishment, in two different settings: (1) Customers can see all available products when they arrive, a typical scenario…

最优化与控制 · 数学 2025-01-09 Shuo Sun , Rajan Udwani , Zuo-Jun Max Shen

Trial-offer markets, where customers can sample a product before deciding whether to buy it, are ubiquitous in the online experience. Their static and dynamic properties are often studied by assuming that consumers follow a multinomial…

计算机科学与博弈论 · 计算机科学 2016-10-07 Pascal Van Hentenryck , Alvaro Flores , Gerardo Berbeglia

We consider a simple approach to solving assortment optimization under the random utility maximization model. The approach uses Monte-Carlo simulation to construct a ranking-based choice model that serves as a proxy for the true choice…

最优化与控制 · 数学 2025-10-02 Hassaan Khalid , Bradley Sturt

We study the tactical time slot management problem under mixed logit demand for attended home delivery in subscription settings. We propose a static mixed-integer linear programming model that integrates delivery slot assortment, price…

最优化与控制 · 数学 2025-12-15 Dorsa Abdolhamidi , Virginie Lurkin

We study a broad class of assortment optimization problems in an offline and data-driven setting. In such problems, a firm lacks prior knowledge of the underlying choice model, and aims to determine an optimal assortment based on historical…

机器学习 · 计算机科学 2025-10-03 Juncheng Dong , Weibin Mo , Zhengling Qi , Cong Shi , Ethan X. Fang , Vahid Tarokh

In this paper, we consider a multi-stage dynamic assortment optimization problem with multi-nomial choice modeling (MNL) under resource knapsack constraints. Given the current resource inventory levels, the retailer makes an assortment…

最优化与控制 · 数学 2025-11-05 Xi Chen , Mo Liu , Yining Wang , Yuan Zhou

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

It is well-established that increased product visibility to shoppers leads to higher sales for retailers. In this study, we propose an optimization methodology which assigns product categories and subcategories to store locations and…

最优化与控制 · 数学 2021-05-20 Evren Gul , Alvin Lim , Jiefeng Xu

Assortment planning, integral to multiple commercial offerings, is a key problem studied in e-commerce and retail settings. Numerous variants of the problem along with their integration into business solutions have been thoroughly…

人工智能 · 计算机科学 2024-01-10 Saketh Reddy Karra , Theja Tulabandhula

We consider a setting where $n$ buyers, with combinatorial preferences over $m$ items, and a seller, running a priority-based allocation mechanism, repeatedly interact. Our goal, from observing limited information about the results of these…

计算机科学与博弈论 · 计算机科学 2014-08-29 Avrim Blum , Yishay Mansour , Jamie Morgenstern

We develop a stochastic inventory system which accounts for the limited patience of backlogged customers. While limited patience is a feature that is closer to the nature of unmet demand, our model also unifies the classic backlogging and…

最优化与控制 · 数学 2024-04-02 Andrew E. B. Lim , Zhao-Xuan Wei , Hanqin Zhang

We consider the problem of multi-product dynamic pricing, in a contextual setting, for a seller of differentiated products. In this environment, the customers arrive over time and products are described by high-dimensional feature vectors.…

机器学习 · 统计学 2020-05-19 Adel Javanmard , Hamid Nazerzadeh , Simeng Shao

Motivated by the observation that overexposure to unwanted marketing activities leads to customer dissatisfaction, we consider a setting where a platform offers a sequence of messages to its users and is penalized when users abandon the…

机器学习 · 计算机科学 2019-03-21 Junyu Cao , Wei Sun