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Intelligent Big Information Retrieval of Smart Library Based on Graph Neural Network (GNN) Algorithm

In order to provide users with more humanized and intelligent big data knowledge services, a research method of intelligent big information retrieval of Smart Library Based on graph neural network (GNN) algorithm is proposed. Through the key technical problems and solutions of information recommenda...

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Detalles Bibliográficos
Autor principal: Pang, Lu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9300356/
https://www.ncbi.nlm.nih.gov/pubmed/35875784
http://dx.doi.org/10.1155/2022/1475069
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author Pang, Lu
author_facet Pang, Lu
author_sort Pang, Lu
collection PubMed
description In order to provide users with more humanized and intelligent big data knowledge services, a research method of intelligent big information retrieval of Smart Library Based on graph neural network (GNN) algorithm is proposed. Through the key technical problems and solutions of information recommendation represented by graph neural network (GNN) algorithm, this method explores how the library can realize the management and value mining of big data knowledge services. The research shows that the intelligent information retrieval of Smart Library Based on graph neural network (GNN) algorithm is 80% higher than the previous general methods. Graph neural network is a more advantageous algorithm for node classification, link prediction, node clustering, or network visualization, which is of great help to improve the efficiency of information retrieval.
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spelling pubmed-93003562022-07-21 Intelligent Big Information Retrieval of Smart Library Based on Graph Neural Network (GNN) Algorithm Pang, Lu Comput Intell Neurosci Research Article In order to provide users with more humanized and intelligent big data knowledge services, a research method of intelligent big information retrieval of Smart Library Based on graph neural network (GNN) algorithm is proposed. Through the key technical problems and solutions of information recommendation represented by graph neural network (GNN) algorithm, this method explores how the library can realize the management and value mining of big data knowledge services. The research shows that the intelligent information retrieval of Smart Library Based on graph neural network (GNN) algorithm is 80% higher than the previous general methods. Graph neural network is a more advantageous algorithm for node classification, link prediction, node clustering, or network visualization, which is of great help to improve the efficiency of information retrieval. Hindawi 2022-07-13 /pmc/articles/PMC9300356/ /pubmed/35875784 http://dx.doi.org/10.1155/2022/1475069 Text en Copyright © 2022 Lu Pang. 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
Pang, Lu
Intelligent Big Information Retrieval of Smart Library Based on Graph Neural Network (GNN) Algorithm
title Intelligent Big Information Retrieval of Smart Library Based on Graph Neural Network (GNN) Algorithm
title_full Intelligent Big Information Retrieval of Smart Library Based on Graph Neural Network (GNN) Algorithm
title_fullStr Intelligent Big Information Retrieval of Smart Library Based on Graph Neural Network (GNN) Algorithm
title_full_unstemmed Intelligent Big Information Retrieval of Smart Library Based on Graph Neural Network (GNN) Algorithm
title_short Intelligent Big Information Retrieval of Smart Library Based on Graph Neural Network (GNN) Algorithm
title_sort intelligent big information retrieval of smart library based on graph neural network (gnn) algorithm
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9300356/
https://www.ncbi.nlm.nih.gov/pubmed/35875784
http://dx.doi.org/10.1155/2022/1475069
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