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相关论文: How Many Customers Does a Retail Store Have?

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In online retail, customer acquisition typically incurs higher costs than customer retention, motivating firms to invest in churn analytics. However, many contemporary churn models operate as opaque black boxes, limiting insight into the…

人工智能 · 计算机科学 2026-04-07 Indrajith Ekanayake , Sanjula De Alwis

In today's competitive environment, profitability analysis is not just about looking at the profit and loss statement. It is more about knowing which of your customers are making you money and which are losing you money. This paper…

其他计算机科学 · 计算机科学 2012-07-24 Mahmood Shafiee , Golriz Amooee , Yaghoub Farjami

We study a multi-server queueing system with a periodic arrival rate and customers whose joining decision is based on their patience and a delay proxy. Specifically, each customer has a patience level sampled from a common distribution.…

概率论 · 数学 2024-03-25 Shreehari Anand Bodas , Michel Mandjes , Liron Ravner

In today's competitive financial landscape, understanding and anticipating customer goals is crucial for institutions to deliver a personalized and optimized user experience. This has given rise to the problem of accurately predicting…

统计金融 · 定量金融 2024-07-01 Andrew Estornell , Stylianos Loukas Vasileiou , William Yeoh , Daniel Borrajo , Rui Silva

In large-scale recommendation systems, the vast array of items makes it infeasible to obtain accurate user preferences for each product, resulting in a common issue of missing labels. Typically, only items previously recommended to users…

信息检索 · 计算机科学 2024-06-11 Yulong Dong , Kun Jin , Xinghai Hu , Yang Liu

E-commerce web applications are almost ubiquitous in our day to day life, however as useful as they are, most of them have little to no adaptation to user needs, which in turn can cause both lower conversion rates as well as unsatisfied…

信息检索 · 计算机科学 2019-05-30 Mihai Cristian Pîrvu , Alexandra Anghel

An autonomous retail store management system entails inventory tracking, store monitoring, and anomaly correction. Recent attempts at autonomous retail store management have faced challenges primarily in perception for anomaly detection, as…

Low search costs in Internet markets can be used by consumers to find low prices, but can also be used by retailers to monitor competitors' prices. This price monitoring can lead to price matching, resulting in dampened price competition…

计算机与社会 · 计算机科学 2007-05-23 Karen Clay , Michael Smith , Eric Wolff

In many online platforms, customers' decisions are substantially influenced by product rankings as most customers only examine a few top-ranked products. Concurrently, such platforms also use the same data corresponding to customers'…

机器学习 · 计算机科学 2020-09-14 Negin Golrezaei , Vahideh Manshadi , Jon Schneider , Shreyas Sekar

When building recommendation systems, we seek to output a helpful set of items to the user. Under the hood, a ranking model predicts which of two candidate items is better, and we must distill these pairwise comparisons into the user-facing…

信息检索 · 计算机科学 2022-07-05 Anastasios N. Angelopoulos , Karl Krauth , Stephen Bates , Yixin Wang , Michael I. Jordan

Price dynamics is analyzed in terms of a model which includes the possibility of effective forces due to trend followers or trend adverse strategies. The method is tested on the data of a minority-majority model and indeed it is capable of…

物理与社会 · 物理学 2009-11-13 V. Alfi , A. De Martino , L. Pietronero , A. Tedeschi

We approximate the distribution of total expenditure of a retail company over warranty claims incurred in a fixed period [0, T], say the following quarter. We consider two kinds of warranty policies, namely, the non-renewing free…

综合金融 · 定量金融 2010-08-06 Abhimanyu Mitra , Sidney I. Resnick

Field sales forces play an important role in direct marketing, especially for companies offering complex products, services, or solutions in the business-to-business context. A key task of sales representatives in operational planning is to…

最优化与控制 · 数学 2025-08-18 Anne Meyer , Katharina Glock , Frank Radaschewski

Marketing literature states that it is more costly to engage a new customer than to retain an existing loyal customer. Churn prediction models are developed by academics and practitioners to effectively manage and control customer churn in…

神经与进化计算 · 计算机科学 2013-09-17 Anuj Sharma , Dr. Prabin Kumar Panigrahi

Shopping behaviour analysis through counting and tracking of people in shop-like environments offers valuable information for store operators and provides key insights in the stores layout (e.g. frequently visited spots). Instead of using…

计算机视觉与模式识别 · 计算机科学 2020-07-10 Robin Schrijvers , Steven Puttemans , Timothy Callemein , Toon Goedemé

Frequently one has to search within a finite population for a single particular individual or item with a rare characteristic. Whether an item possesses the characteristic can only be determined by close inspection. The availability of…

概率论 · 数学 2013-10-23 André J. Hoogstrate , Chris A. J. Klaassen

This paper tackles challenges in pricing and revenue projections due to consumer uncertainty. We propose a novel data-based approach for firms facing unknown consumer type distributions. Unlike existing methods, we assume firms only observe…

理论经济学 · 经济学 2024-05-28 Duarte Gonçalves , Bruno A. Furtado

Aggregated data in real world recommender applications often feature fat-tailed distributions of the number of times individual items have been rated or favored. We propose a model to simulate such data. The model is mainly based on social…

物理与社会 · 物理学 2012-08-14 Marcel Blattner , Matus Medo

Targeted marketing policies target different customers with different marketing actions. While most research has focused on training targeting policies without managerial constraints, in practice, many firms face managerial constraints when…

最优化与控制 · 数学 2023-12-20 Haihao Lu , Duncan Simester , Yuting Zhu

The telecommunications industry is highly competitive, which means that the mobile providers need a business intelligence model that can be used to achieve an optimal level of churners, as well as a minimal level of cost in marketing…

计算机与社会 · 计算机科学 2017-02-09 Cormac Dullaghan , Eleni Rozaki