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Many retailers today employ inventory management systems based on Re-Order Point Policies, most of which rely on the assumption that all decreases in product inventory levels result from product sales. Unfortunately, it usually happens that…

机器学习 · 统计学 2016-04-06 Luis I. Reyes-Castro , Andres G. Abad

This paper investigates the impact of decentralizing inventory decision-making in multi-establishment firms using data from a large retail chain. Analyzing two years of daily data, we find significant heterogeneity among the inventory…

计量经济学 · 经济学 2023-07-13 Victor Aguirregabiria , Francis Guiton

Fashion merchandising is one of the most complicated problems in forecasting, given the transient nature of trends in colours, prints, cuts, patterns, and materials in fashion, the economies of scale achievable only in bulk production, as…

其他计算机科学 · 计算机科学 2019-07-04 Pawan Kumar Singh , Yadunath Gupta , Nilpa Jha , Aruna Rajan

We apply causal machine learning algorithms to assess the causal effect of a marketing intervention, namely a coupon campaign, on the sales of a retailer. Besides assessing the average impacts of different types of coupons, we also…

综合经济学 · 经济学 2022-06-24 Henrika Langen , Martin Huber

Customer reviews represent a very rich data source from which we can extract very valuable information about different online shopping experiences. The amount of the collected data may be very large especially for trendy items (products,…

计算与语言 · 计算机科学 2021-04-06 Abdessamad Benlahbib

This paper presents a novel data-driven method that determines the daily consumption patterns of customers without smart meters (SMs) to enhance the observability of distribution systems. Using the proposed method, the daily consumption of…

系统与控制 · 计算机科学 2019-01-23 Yuxuan Yuan , Kaveh Dehghanpour , Fankun Bu , Zhaoyu Wang

Omnichannel retailing, a new form of distribution system, seamlessly integrates the Internet and physical stores. This study considers the pricing and fulfillment strategies of a retailer that has two sales channels: online and one physical…

理论经济学 · 经济学 2021-03-15 Yasuyuki Kusuda

The potential demand in the market and customers' perception of service value are crucial factors in pricing strategies, resource allocation, and other operational decisions. However, this information is typically private and not readily…

系统与控制 · 电气工程与系统科学 2024-12-25 Nishant Mangre , Jiesen Wang

The Random Utility Maximization model is by far the most adopted framework to estimate consumer choice behavior. However, behavioral economics has provided strong empirical evidence of irrational choice behavior, such as halo effects, that…

计量经济学 · 经济学 2021-09-10 Sanjay Dominik Jena , Andrea Lodi , Claudio Sole

The purpose of this study was to build a customer selection model based on 20 dimensions, including customer codes, total contribution, assets, deposit, profit, profit rate, trading volume, trading amount, turnover rate, order amount,…

综合金融 · 定量金融 2017-11-16 Bowen Cai

The article focuses on researching a system for processing and analyzing tracking data based on RFID technology to study the customer journey in retail. It examines the evolution of RFID technology, its key operating principles, and modern…

数据库 · 计算机科学 2025-09-29 Marina Kholod

In Naor's model [17], customers decide whether or not to join a queue after observing its length. This work considers a variation in which customers are heterogeneous in their service value (reward) $R$ from completed service and…

统计理论 · 数学 2026-03-25 Daniel Podorojnyi , Liron Ravner

The rise of "big data" has led to the frequent need to process and store datasets containing large numbers of high dimensional observations. Due to storage restrictions, these observations might be recorded in a lossy-but-sparse manner,…

应用统计 · 统计学 2018-09-12 James Pitkin , Gordon Ross , Ioanna Manolopoulou

We consider an auction of identical digital goods to customers whose valuations are drawn independently from known distributions. Myerson's classic result identifies the truthful mechanism that maximizes the seller's expected profit. Under…

计算机科学与博弈论 · 计算机科学 2012-04-05 Elchanan Mossel , Omer Tamuz

We consider inventory decisions with many items, each of which has Poisson demand. The rate of demand for individual items is estimated on the basis of observations of past demand. The problem is to determine the items to hold in stock and…

统计方法学 · 统计学 2025-08-06 Edward Anderson , Nam Ho-Nguyen , Peter Radchenko

This study examines the dynamics of customer behavior with trial and return options in omnichannel retailing, where retailers face challenges in integrating physical and online stores. Recently, major retailers have begun offering customers…

理论经济学 · 经济学 2025-05-22 Yasuyuki Kusuda

The assortment planning problem is a central piece in the revenue management strategy of any company in the retail industry. In this paper, we study a robust assortment optimization problem for substitutable products under a sequential…

最优化与控制 · 数学 2020-09-01 Saharnaz Mehrani , Jorge A. Sefair

The purpose of this paper is to identify the immediate and future retailer response to wholesale stockouts. We perform a statistical analysis of historical customer order and delivery data of a local tool wholesaler and distributor, whose…

应用统计 · 统计学 2019-03-12 George Liberopoulos , Isidoros Tsikis

Modern e-commerce services frequently target customers with incentives or interventions to engage them in their products such as games, shopping, video streaming, etc. This customer engagement increases acquisition of more customers and…

机器学习 · 计算机科学 2024-12-31 Qiqi Li , Roopali Singh , Charin Polpanumas , Tanner Fiez , Namita Kumar , Shreya Chakrabarti

We consider the problem of learning the preferences of a heterogeneous population by observing choices from an assortment of products, ads, or other offerings. Our observation model takes a form common in assortment planning applications:…

机器学习 · 统计学 2016-06-09 Nathan Kallus , Madeleine Udell