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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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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2022
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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. |
format | Online Article Text |
id | pubmed-9300356 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT panglu intelligentbiginformationretrievalofsmartlibrarybasedongraphneuralnetworkgnnalgorithm |