Paper
28 March 2023 Application of C4.5 algorithm in customer group classification of business websites
Yan Zheng
Author Affiliations +
Proceedings Volume 12566, Fifth International Conference on Computer Information Science and Artificial Intelligence (CISAI 2022); 125664Y (2023) https://doi.org/10.1117/12.2669803
Event: Fifth International Conference on Computer Information Science and Artificial Intelligence (CISAI 2022), 2022, Chongqing, China
Abstract
As one of the most classical decision tree classification algorithms, C4.5 algorithm has a wide range of applications because of its many advantages. This paper first introduces the basic theory and processing flow of C4.5 algorithm, and then takes an online store operating computers as an example. After preprocessing its transaction data, C4.5 algorithm is used to analyze the purchase of customers in the online store, so as to obtain detailed classification rules and realize the accurate classification of customer groups, it provides a theoretical basis for the determination of personalized marketing and precision service scheme in the next step.
© (2023) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Yan Zheng "Application of C4.5 algorithm in customer group classification of business websites", Proc. SPIE 12566, Fifth International Conference on Computer Information Science and Artificial Intelligence (CISAI 2022), 125664Y (28 March 2023); https://doi.org/10.1117/12.2669803
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KEYWORDS
Decision trees

Algorithms

Algorithm development

Mathematical optimization

Data modeling

Internet

Software

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