Cargando…
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...
Autor principal: | |
---|---|
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 |
_version_ | 1784783201288323072 |
---|---|
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. |
format | Online Article Text |
id | pubmed-9444367 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT maxiulun keyinformationextractionalgorithmofdifferenttypesofdigitalarchivesforculturaloperationandmanagement |