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Related papers: Retail Market Analysis

200 papers

The categorization of retail products is essential for the business decision-making process. It is a common practice to classify products based on their quantitative and qualitative characteristics. In this paper we use a purely data-driven…

Applications · Statistics 2024-05-09 Vladimír Holý , Ondřej Sokol , Michal Černý

Fashion retailers require accurate demand forecasts for the next season, almost a year in advance, for demand management and supply chain planning purposes. Accurate forecasts are important to ensure retailers' profitability and to reduce…

To make full use of computer vision technology in stores, it is required to consider the actual needs that fit the characteristics of the retail scene. Pursuing this goal, we introduce the United Retail Datasets (Unitail), a large-scale…

Computer Vision and Pattern Recognition · Computer Science 2022-07-21 Fangyi Chen , Han Zhang , Zaiwang Li , Jiachen Dou , Shentong Mo , Hao Chen , Yongxin Zhang , Uzair Ahmed , Chenchen Zhu , Marios Savvides

With costs and risks increasing for investors and home buyers alike, additional analysis of the housing market is required to help individuals make the right choice. In addition to traditional market analysis, other aspects such as the…

General Finance · Quantitative Finance 2025-03-21 Sean Kouma , William Edds

Business Process Management and Operations Research are two research fields that both aim to enhance value creation in organizations. While Business Process Management has historically emphasized on providing precise models, Operations…

Software Engineering · Computer Science 2024-09-04 Michel Kunkler , Felix Schumann , Stefanie Rinderle-Ma

Multiresolution analysis has applications across many disciplines in the study of complex systems and their dynamics. Financial markets are among the most complex entities in our environment, yet mainstream quantitative models operate at…

Computational Finance · Quantitative Finance 2022-11-21 Ioana Boier

In this paper, we demonstrate that a consumer's marginal system impact is only determined by their demand profile rather than their demand level. Demand profile clustering is identical to cluster consumers according to their marginal…

Economics · Quantitative Finance 2017-01-11 Yang Yu , Guangyi Liu , Wendong Zhu , Fei Wang , Bin Shu , Kai Zhang , Ram Rajagopal , Nicolas Astier

For transportation hubs, leveraging pedestrian flows for commercial activities presents an effective strategy for funding maintenance and infrastructure improvements. However, this introduces new challenges, as consumer behaviors can…

Physics and Society · Physics 2024-05-03 Danrui Li , Mathew Schwartz , Samuel S. Sohn , Sejong Yoon , Vladimir Pavlovic , Mubbasir Kapadia

We study the problem of recommending relevant products to users in relatively resource-scarce markets by leveraging data from similar, richer in resource auxiliary markets. We hypothesize that data from one market can be used to improve…

Information Retrieval · Computer Science 2021-09-14 Hamed Bonab , Mohammad Aliannejadi , Ali Vardasbi , Evangelos Kanoulas , James Allan

This paper introduces product relation correlation, a measure of product relatedness that assesses the extent to which products may function as substitutes or complements through analysis of shared purchasing patterns. Product relation…

Applications · Statistics 2025-10-21 Petr Krautwurm , Ondřej Sokol , Vladimír Holý

This study aims to develop a data driven system to enhance the analysis and improvement of user experiences in interior spaces, acknowledging the significant impact of design on individuals health, productivity, and quality of life.

Human-Computer Interaction · Computer Science 2023-12-20 Mi Kyoung Kim

This study aims to inspect and evaluate the integration of database queries and their use in e-commerce product searches. It has been observed that e-commerce is one of the most prominent trends, which have been emerged in the business…

Databases · Computer Science 2017-07-04 Mohd Muntjir , Ahmad Tasnim Siddiqui

The problem of frequent pattern mining has been studied quite extensively for various types of data, including sets, sequences, and graphs. Somewhat surprisingly, another important type of data, namely rank data, has received very little…

Machine Learning · Computer Science 2018-06-18 Sascha Henzgen , Eyke Hüllermeier

We study a model of retail agglomeration where consumers are more likely to visit zones with a higher concentration of shops. This agglomerative effect makes zones with many retailers more attractive. The spatial distribution of retailers…

Theoretical Economics · Economics 2025-08-05 Minoru Osawa , Takashi Akamatsu , Yosuke Kogure

The problem of dynamic pricing of electricity in a retail market is considered. A Stackelberg game is used to model interactions between a retailer and its customers; the retailer sets the day-ahead hourly price of electricity and consumers…

Optimization and Control · Mathematics 2016-03-01 Liyan Jia , Lang Tong

Market sentiment analysis on social media content requires knowledge of both financial markets and social media jargon, which makes it a challenging task for human raters. The resulting lack of high-quality labeled data stands in the way of…

Computation and Language · Computer Science 2022-12-23 Xiang Deng , Vasilisa Bashlovkina , Feng Han , Simon Baumgartner , Michael Bendersky

Fashion is a unique domain for developing recommender systems (RS). Personalization is critical to fashion users. As a result, highly accurate recommendations are not sufficient unless they are also specific to users. Moreover, fashion data…

Information Retrieval · Computer Science 2019-09-11 Jake Sherman , Chinmay Shukla , Rhonda Textor , Su Zhang , Amy A. Winecoff

Decentralized data markets can provide more equitable forms of data acquisition for machine learning. However, to realize practical marketplaces, efficient techniques for seller selection need to be developed. We propose and benchmark…

Machine Learning · Computer Science 2024-06-07 Charles Lu , Mohammad Mohammadi Amiri , Ramesh Raskar

As an alternative to rigid DRM measures, ways of marketing virtual goods through multi-level or networked marketing have raised some interest. This report is a first approach to multi-level markets for virtual goods from the viewpoint of…

Computer Science and Game Theory · Computer Science 2007-05-23 Andreas U. Schmidt

In business and marketing, analyzing the reasons behind buying is a fundamental step towards understanding consumer behaviors, shaping business strategies, and predicting market outcomes. Prior research on purchase reason has relied on…

Information Retrieval · Computer Science 2024-11-19 Tao Chen , Siqi Zuo , Cheng Li , Mingyang Zhang , Qiaozhu Mei , Michael Bendersky