Analysis of users’ impulse purchase behavior based on data mining for e-commerce live broadcast

IF 3.7 4区管理学 Q2 BUSINESS Electronic Commerce Research Pub Date : 2024-02-17 DOI:10.1007/s10660-024-09820-x

Yumei Wang

引用次数: 0

Abstract

Based on e-commerce live broadcast data, this paper, with the support of big data technology, aims to explore the impact of Internet celebrities on consumers' impulse purchase behavior, analyzing the relevant factors. According to big data technology, this paper carries out e-commerce live broadcast big data processing and constructs the Internet celebrity marketing model. This paper, with the support of the model, analyzes the impact of Internet celebrities on consumers' impulse purchase behavior. Through the data collected, this paper, from both positive and negative aspects, analyzes the impact of Internet celebrities on consumers. Judging by the experimental research, the data mining approaches proposed here can play a certain effect in the analysis of the impact of Internet celebrities on consumer impulse purchase behavior. According to the experimental analysis of mathematical statistics, Internet celebrity consumption has become one of the important consumption forms at present.

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基于数据挖掘的电商直播用户冲动购买行为分析

本文基于电商直播数据，在大数据技术的支持下，旨在探讨网络红人对消费者冲动购买行为的影响，分析相关因素。根据大数据技术，本文进行了电商直播大数据处理，构建了网络红人营销模型。本文在该模型的支持下，分析了网络红人对消费者冲动购买行为的影响。通过收集到的数据，本文从正反两个方面分析了网络红人对消费者的影响。从实验研究来看，本文提出的数据挖掘方法在分析网络红人对消费者冲动购买行为的影响方面能起到一定的效果。根据数理统计的实验分析，网络红人消费已经成为当前重要的消费形式之一。

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来源期刊

Electronic Commerce Research Multiple-

CiteScore

7.50

自引率

12.80%

发文量

期刊介绍： The Internet and the World Wide Web have brought a fundamental change in the way that individuals access data, information and services. Individuals have access to vast amounts of data, to experts and services that are not limited in time or space. This has forced business to change the way in which they conduct their commercial transactions with their end customers and with other businesses, resulting in the development of a global market through the Internet. The emergence of the Internet and electronic commerce raises many new research issues. The Electronic Commerce Research journal will serve as a forum for stimulating and disseminating research into all facets of electronic commerce - from research into core enabling technologies to work on assessing and understanding the implications of these technologies on societies, economies, businesses and individuals. The journal concentrates on theoretical as well as empirical research that leads to better understanding of electronic commerce and its implications. Topics covered by the journal include, but are not restricted to the following subjects as they relate to the Internet and electronic commerce: Dissemination of services through the Internet;Intelligent agents technologies and their impact;The global impact of electronic commerce;The economics of electronic commerce;Fraud reduction on the Internet;Mobile electronic commerce;Virtual electronic commerce systems;Application of computer and communication technologies to electronic commerce;Electronic market mechanisms and their impact;Auctioning over the Internet;Business models of Internet based companies;Service creation and provisioning;The job market created by the Internet and electronic commerce;Security, privacy, authorization and authentication of users and transactions on the Internet;Electronic data interc hange over the Internet;Electronic payment systems and electronic funds transfer;The impact of electronic commerce on organizational structures and processes;Supply chain management through the Internet;Marketing on the Internet;User adaptive advertisement;Standards in electronic commerce and their analysis;Metrics, measurement and prediction of user activity;On-line stock markets and financial trading;User devices for accessing the Internet and conducting electronic transactions;Efficient search techniques and engines on the WWW;Web based languages (e.g., HTML, XML, VRML, Java);Multimedia storage and distribution;Internet;Collaborative learning, gaming and work;Presentation page design techniques and tools;Virtual reality on the net and 3D visualization;Browsers and user interfaces;Web site management techniques and tools;Managing middleware to support electronic commerce;Web based education, and training;Electronic journals and publishing on the Internet;Legal issues, taxation and property rights;Modeling and design of networks to support Internet applications;Modeling, design and sizing of web site servers;Reliability of intensive on-line applications;Pervasive devices and pervasive computing in electronic commerce;Workflow for electronic commerce applications;Coordination technologies for electronic commerce;Personalization and mass customization technologies;Marketing and customer relationship management in electronic commerce;Service creation and provisioning. Audience: Academics and professionals involved in electronic commerce research and the application and use of the Internet. Managers, consultants, decision-makers and developers who value the use of electronic com merce research results. Special Issues: Electronic Commerce Research publishes from time to time a special issue of the devoted to a single subject area. If interested in serving as a guest editor for a special issue, please contact the Editor-in-Chief J. Christopher Westland at westland@uic.edu with a proposal for the special issue. Officially cited as: Electron Commer Res