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E-grocery retailing enables ordering products online to be delivered at a future time slot chosen by the customer. This emerging field of business provides retailers with large and comprehensive new data sets, yet creates several challenges…

综合经济学 · 经济学 2024-04-08 David Winkelmann , Matthias Ulrich , Michael Römer , Roland Langrock , Hermann Jahnke

Recently, peoples awareness of online purchases has significantly risen. This has given rise to online retail platforms and the need for a better understanding of customer purchasing behaviour. Retail companies are pressed with the need to…

机器学习 · 计算机科学 2024-02-07 Jeen Mary John , Olamilekan Shobayo , Bayode Ogunleye

Product bundling is a common selling mechanism used in online retailing. To set profitable bundle prices, the seller needs to learn consumer preferences from the transaction data. When customers purchase bundles or multiple products,…

机器学习 · 统计学 2022-09-13 Ningyuan Chen , Setareh Farajollahzadeh , Guan Wang

What people buy is an important aspect or view of lifestyles. Studying people's shopping patterns in different urban regions can not only provide valuable information for various commercial opportunities, but also enable a better…

社会与信息网络 · 计算机科学 2017-01-24 Tianran Hu , Ruihua Song , Yingzi Wang , Xing Xie , Jiebo Luo

The evolution of the retail business presents new challenges and raises pivotal questions on how to reinvent stores and supply chains to meet the growing demand of the online channel. One of the recent measures adopted by omnichannel…

机器学习 · 计算机科学 2023-01-06 Fábio Neves-Moreira , Pedro Amorim

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

Assortment optimization is a fundamental challenge in modern retail and recommendation systems, where the goal is to select a subset of products that maximizes expected revenue under complex customer choice behaviors. While recent advances…

机器学习 · 统计学 2026-03-11 Miao Lu , Yuxuan Han , Han Zhong , Zhengyuan Zhou , Jose Blanchet

With the arrival of the big data era, recommendation system has been a hot technology for enterprises to streamline their sales. Recommendation algorithms for individual users have been extensively studied over the past decade. Most…

信息检索 · 计算机科学 2017-08-25 Xu Jiacheng

In this paper, we propose a new measure to estimate the similarity between brands via posts of brands' followers on social network services (SNS). Our method was developed with the intention of exploring the brands that customers are likely…

社会与信息网络 · 计算机科学 2020-01-13 Yiwei Zhang , Xueting Wang , Yoshiaki Sakai , Toshihiko Yamasaki

We study a problem of an online retailer who observes the unit sales of a product, and dynamically changes the retail price, in order to maximize the expected revenue. Assuming the demand of the product is price sensitive, we are interested…

系统与控制 · 电气工程与系统科学 2021-06-17 Chengcheng Liu , Mátyás A. Sustik

Recently, the proliferation of omni-channel platforms has attracted interest in customer journeys, particularly regarding their role in developing marketing strategies. However, few efforts have been taken to quantitatively study or…

人工智能 · 计算机科学 2025-05-19 Keita Kinjo

Customer purchasing behavior analysis plays a key role in developing insightful communication strategies between online vendors and their customers. To support the recent increase in online shopping trends, in this work, we present a…

机器学习 · 计算机科学 2021-02-03 Sohini Roychowdhury , Ebrahim Alareqi , Wenxi Li

Selecting customers for demand response programs is challenging and existing methodologies are hard to scale and poor in performance. The existing methods were limited by lack of temporal consumption information at the individual customer…

应用统计 · 统计学 2014-09-16 Jungsuk Kwac , Ram Rajagopal

Time-series forecasting is an important task in both academic and industry, which can be applied to solve many real forecasting problems like stock, water-supply, and sales predictions. In this paper, we study the case of retailers' sales…

机器学习 · 计算机科学 2020-02-28 Chaochao Chen , Ziqi Liu , Jun Zhou , Xiaolong Li , Yuan Qi , Yujing Jiao , Xingyu Zhong

Intelligent agents offer a new and exciting way of understanding the world of work. In this paper we apply agent-based modeling and simulation to investigate a set of problems in a retail context. Specifically, we are working to understand…

神经与进化计算 · 计算机科学 2008-12-18 Peer-Olaf Siebers , Uwe Aickelin , Helen Celia , Christopher Clegg

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

When sales of a product are affected by randomness in demand, retailers can use dynamic pricing strategies to maximise their profits. In this article the pricing problem is formulated as a stochastic optimal control problem, where the…

最优化与控制 · 数学 2017-10-17 Asbjørn N. Riseth , Jeff N. Dewynne , Chris L. Farmer

We consider the problem of personalization of online services from the viewpoint of ad targeting, where we seek to find the best ad categories to be shown to each user, resulting in improved user experience and increased advertisers'…

人工智能 · 计算机科学 2016-06-30 Nemanja Djuric , Mihajlo Grbovic , Vladan Radosavljevic , Narayan Bhamidipati , Slobodan Vucetic

Loyalty programs are promoted by vendors to incentivize loyalty in buyers. Although such programs have become widespread, they have been criticized by business experts and consumer associations: loyalty results in profiling and hence in…

密码学与安全 · 计算机科学 2014-12-02 Alberto Blanco-Justicia , Josep Domingo-Ferrer

A pure Hotelling game is a competition between a finite number of players who select simultaneously a location in order to attract as many consumers as possible. In this paper, we study the case of a general distribution of consumers on a…

最优化与控制 · 数学 2020-02-03 Gaëtan Fournier