中文
相关论文

相关论文: Assortment optimization given basket shopping beha…

200 篇论文

With a novel search algorithm or assortment planning or assortment optimization algorithm that takes into account a Bayesian approach to information updating and two-stage assortment optimization techniques, the current research provides a…

理论经济学 · 经济学 2023-07-19 Dipankar Das

We consider an assortment optimization problem under the multinomial logit choice model with general covering constraints. In this problem, the seller offers an assortment that should contain a minimum number of products from multiple…

最优化与控制 · 数学 2025-10-06 Omar El Housni , Qing Feng , Huseyin Topaloglu

Optimal shelflisting invites profit maximization to become sensitive to the ways in which purchasing decisions are order-dependent. We study the computational complexity of the corresponding product arrangement problem when consumers are…

计算机科学与博弈论 · 计算机科学 2016-11-15 Yongjie Yang , Dinko Dimitrov

We study the assortment optimization problem under general linear constraints, where the customer choice behavior is captured by the Cross-Nested Logit model. In this problem, there is a set of products organized into multiple subsets (or…

最优化与控制 · 数学 2023-04-19 Cuong Le , Tien Mai

We consider assortment optimization over a continuous spectrum of products represented by the unit interval, where the seller's problem consists of determining the optimal subset of products to offer to potential customers. To describe the…

机器学习 · 统计学 2021-04-15 Yannik Peeters , Arnoud V. den Boer , Michel Mandjes

In this paper, we explore the challenge of assortment planning in the context of quick-commerce, a rapidly-growing business model that aims to deliver time-sensitive products. In order to achieve quick delivery to satisfy the immediate…

最优化与控制 · 数学 2025-08-06 Yajing Chen , Taotao He , Ying Rong , Yunlong Wang

We introduce the refined assortment optimization problem where a firm may decide to make some of its products harder to get instead of making them unavailable as in the traditional assortment optimization problem. Airlines, for example,…

理论经济学 · 经济学 2021-02-08 Gerardo Berbeglia , Alvaro Flores , Guillermo Gallego

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

We present the Integrated Size and Price Optimization Problem (ISPO) for a fashion discounter with many branches. Based on a two-stage stochastic programming model with recourse, we develop an exact algorithm and a production-compliant…

最优化与控制 · 数学 2014-02-03 Miriam Kießling , Sascha Kurz , Jörg Rambau

We study the problem of modeling purchase of multiple products and utilizing it to display optimized recommendations for online retailers and e-commerce platforms. We present a parsimonious multi-purchase family of choice models called the…

信息检索 · 计算机科学 2023-08-08 Theja Tulabandhula , Deeksha Sinha , Saketh Reddy Karra , Prasoon Patidar

We consider the problem of supply and demand balancing that is stated as a minimization problem for the total expected revenue function describing the behavior of both consumers and suppliers. In the considered market model we assume that…

最优化与控制 · 数学 2021-06-29 Dmitry Pasechnyuk , Pavel Dvurechensky , Sergey Omelchenko , Alexander Gasnikov

We study an online joint assortment-inventory optimization problem, in which we assume that the choice behavior of each customer follows the Multinomial Logit (MNL) choice model, and the attraction parameters are unknown a priori. The…

机器学习 · 计算机科学 2025-01-03 Yong Liang , Xiaojie Mao , Shiyuan Wang

In classic adversarial online resource allocation problems such as AdWords, customers arrive online while products are given offline with a fixed initial inventory. To ensure revenue guarantees under uncertainty, the decision maker must…

数据结构与算法 · 计算机科学 2025-11-21 Yiding Feng , Rad Niazadeh , Amin Saberi

This paper addresses the problem of managing perishable inventory under multiple sources of uncertainty, including stochastic demand, unreliable supplier fulfillment, and probabilistic product shelf life. We develop a discrete-event…

神经与进化计算 · 计算机科学 2025-11-04 Leonardo Kanashiro Felizardo , Edoardo Fadda , Mariá Cristina Vasconcelos Nascimento

Quantum annealing is a heuristic algorithm for searching the ground state of an Ising model. Heuristic algorithms aim to obtain near-optimal solutions with a reasonable computation time. Accordingly, many algorithms have so far been…

量子物理 · 物理学 2022-11-09 Shuntaro Okada , Masayuki Ohzeki

Product assortment selection is a critical challenge facing physical retailers. Effectively aligning inventory with the preferences of shoppers can increase sales and decrease out-of-stocks. However, in real-world settings the problem is…

机器学习 · 计算机科学 2024-06-14 Porter Jenkins , Michael Selander , J. Stockton Jenkins , Andrew Merrill , Kyle Armstrong

In this work we investigate the problem of order batching and picker routing in storage areas. These are labour and capital intensive problems, often responsible for a substantial share of warehouse operating costs. In particular, we…

最优化与控制 · 数学 2018-08-03 Cristiano Arbex Valle , John E Beasley , Alexandre Salles da Cunha

In this work, we study the multi-agent assortment optimization problem in the two-sided sequential matching model introduced by Ashlagi et al. (2022). The setting is the following: we (the platform) offer a menu of suppliers to each…

计算机科学与博弈论 · 计算机科学 2023-09-21 Alfredo Torrico , Margarida Carvalho , Andrea Lodi

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

Product ranking is the core problem for revenue-maximizing online retailers. To design proper product ranking algorithms, various consumer choice models are proposed to characterize the consumers' behaviors when they are provided with a…

机器学习 · 计算机科学 2023-01-03 Renzhe Xu , Xingxuan Zhang , Bo Li , Yafeng Zhang , Xiaolong Chen , Peng Cui