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Key Information Extraction Algorithm of Different Types of Digital Archives for Cultural Operation and Management

In order to improve the effect of key information extraction from digital archives, a key information extraction algorithm for different types of digital archives is designed. Preprocess digital archive information, taking part of speech and marks as key information. Self-organizing feature mapping...

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Detalles Bibliográficos
Autor principal: Ma, Xiulun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9444367/
https://www.ncbi.nlm.nih.gov/pubmed/36072752
http://dx.doi.org/10.1155/2022/3459605
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author Ma, Xiulun
author_facet Ma, Xiulun
author_sort Ma, Xiulun
collection PubMed
description In order to improve the effect of key information extraction from digital archives, a key information extraction algorithm for different types of digital archives is designed. Preprocess digital archive information, taking part of speech and marks as key information. Self-organizing feature mapping network is used to extract the key information features of digital archives, and the semantic similarity calculation results are obtained by combining the feature extraction results. Combine with mutual information collection, take that word with the highest mutual information value as the collection cent, traverse all keywords, and take the central word as the key information of digital archives to complete the extraction of key information. Experiments show that the recall rate of the algorithm ranges from 96% to 99%, the extraction accuracy of key information of digital archives is between 96 and 98%, and the average extraction time of key information of digital archives is 0.63 s. The practical application effect is good.
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spelling pubmed-94443672022-09-06 Key Information Extraction Algorithm of Different Types of Digital Archives for Cultural Operation and Management Ma, Xiulun Comput Intell Neurosci Research Article In order to improve the effect of key information extraction from digital archives, a key information extraction algorithm for different types of digital archives is designed. Preprocess digital archive information, taking part of speech and marks as key information. Self-organizing feature mapping network is used to extract the key information features of digital archives, and the semantic similarity calculation results are obtained by combining the feature extraction results. Combine with mutual information collection, take that word with the highest mutual information value as the collection cent, traverse all keywords, and take the central word as the key information of digital archives to complete the extraction of key information. Experiments show that the recall rate of the algorithm ranges from 96% to 99%, the extraction accuracy of key information of digital archives is between 96 and 98%, and the average extraction time of key information of digital archives is 0.63 s. The practical application effect is good. Hindawi 2022-08-29 /pmc/articles/PMC9444367/ /pubmed/36072752 http://dx.doi.org/10.1155/2022/3459605 Text en Copyright © 2022 Xiulun Ma. 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
Ma, Xiulun
Key Information Extraction Algorithm of Different Types of Digital Archives for Cultural Operation and Management
title Key Information Extraction Algorithm of Different Types of Digital Archives for Cultural Operation and Management
title_full Key Information Extraction Algorithm of Different Types of Digital Archives for Cultural Operation and Management
title_fullStr Key Information Extraction Algorithm of Different Types of Digital Archives for Cultural Operation and Management
title_full_unstemmed Key Information Extraction Algorithm of Different Types of Digital Archives for Cultural Operation and Management
title_short Key Information Extraction Algorithm of Different Types of Digital Archives for Cultural Operation and Management
title_sort key information extraction algorithm of different types of digital archives for cultural operation and management
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9444367/
https://www.ncbi.nlm.nih.gov/pubmed/36072752
http://dx.doi.org/10.1155/2022/3459605
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