Research on an intelligent system for optimizing the ranking of e-commerce product search results using deep learning algorithm

Rongrong Chen

doi:10.1117/12.3047947

16 January 2025 Research on an intelligent system for optimizing the ranking of e-commerce product search results using deep learning algorithm

Rongrong Chen

Author Affiliations +

Proceedings Volume 13447, International Conference on Mechatronics and Intelligent Control (ICMIC 2024); 134471K (2025) https://doi.org/10.1117/12.3047947
Event: International Conference on Mechatronics and Intelligent Control (ICMIC 2024), 2024, Wuhan, China

Abstract

This paper proposes a new DEP model based on dynamic network. The method adopts the distribution search based on the natural classification level of products and divides them into tree structures. This index field is extensible and is the most basic and important link in the DEP architecture. Some key functions such as security management and reliability evaluation are also completed. The core functions of the system such as security control and trust evaluation are also realized by this layer. At the same time, with the assistance of third parties, complete the entire transaction process. This method adopts the text comparison method based on fuzzy inference, when the user searches the product, it can not only find the exact product, but also give the product close to the demand. This will greatly improve the transaction opportunities of enterprises, tap potential customers, and enhance personalized services. Experiments show that DEP itself has good expandability, can effectively reduce the query route and communication overhead, and can achieve high optimization efficiency.

(2025) Published by SPIE. Downloading of the abstract is permitted for personal use only.

Citation Download Citation

Rongrong Chen "Research on an intelligent system for optimizing the ranking of e-commerce product search results using deep learning algorithm", Proc. SPIE 13447, International Conference on Mechatronics and Intelligent Control (ICMIC 2024), 134471K (16 January 2025); https://doi.org/10.1117/12.3047947

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KEYWORDS

Dielectrophoresis

Fuzzy logic

Intelligence systems

Data transmission

Algorithm development

Data modeling

Data storage

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