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Cross-Border E-Commerce Intelligent Information Recommendation System Based on Deep Learning

In order to improve the effect of cross-border e-commerce intelligent information recommendation, this paper applies deep learning to the intelligent information processing and intelligent recommendation of e-commerce and proposes an improved version of the topic model to solve the problem of featur...

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Detalles Bibliográficos
Autor principal: Li, Liuqing
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8890846/
https://www.ncbi.nlm.nih.gov/pubmed/35251154
http://dx.doi.org/10.1155/2022/6602471
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author Li, Liuqing
author_facet Li, Liuqing
author_sort Li, Liuqing
collection PubMed
description In order to improve the effect of cross-border e-commerce intelligent information recommendation, this paper applies deep learning to the intelligent information processing and intelligent recommendation of e-commerce and proposes an improved version of the topic model to solve the problem of feature extraction of the text of the recommendation system. In order to deal with translation problems, this paper proposes an end-to-end sequence-to-sequence learning method. In addition, this study uses the long tail theory to excavate the mass commodities in the niche and recommends these products to users as suggestions. Finally, this paper proposes a niche product recommendation algorithm based on the graph search strategy based on the graph model. The experiment shows that the cross-border e-commerce intelligent information recommendation system based on deep learning proposed in this paper has a good recommendation effect and meets the recommendation needs of cross-border e-commerce.
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spelling pubmed-88908462022-03-03 Cross-Border E-Commerce Intelligent Information Recommendation System Based on Deep Learning Li, Liuqing Comput Intell Neurosci Research Article In order to improve the effect of cross-border e-commerce intelligent information recommendation, this paper applies deep learning to the intelligent information processing and intelligent recommendation of e-commerce and proposes an improved version of the topic model to solve the problem of feature extraction of the text of the recommendation system. In order to deal with translation problems, this paper proposes an end-to-end sequence-to-sequence learning method. In addition, this study uses the long tail theory to excavate the mass commodities in the niche and recommends these products to users as suggestions. Finally, this paper proposes a niche product recommendation algorithm based on the graph search strategy based on the graph model. The experiment shows that the cross-border e-commerce intelligent information recommendation system based on deep learning proposed in this paper has a good recommendation effect and meets the recommendation needs of cross-border e-commerce. Hindawi 2022-02-23 /pmc/articles/PMC8890846/ /pubmed/35251154 http://dx.doi.org/10.1155/2022/6602471 Text en Copyright © 2022 Liuqing Li. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Li, Liuqing
Cross-Border E-Commerce Intelligent Information Recommendation System Based on Deep Learning
title Cross-Border E-Commerce Intelligent Information Recommendation System Based on Deep Learning
title_full Cross-Border E-Commerce Intelligent Information Recommendation System Based on Deep Learning
title_fullStr Cross-Border E-Commerce Intelligent Information Recommendation System Based on Deep Learning
title_full_unstemmed Cross-Border E-Commerce Intelligent Information Recommendation System Based on Deep Learning
title_short Cross-Border E-Commerce Intelligent Information Recommendation System Based on Deep Learning
title_sort cross-border e-commerce intelligent information recommendation system based on deep learning
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8890846/
https://www.ncbi.nlm.nih.gov/pubmed/35251154
http://dx.doi.org/10.1155/2022/6602471
work_keys_str_mv AT liliuqing crossborderecommerceintelligentinformationrecommendationsystembasedondeeplearning