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Research on Feature Extraction and Chinese Translation Method of Internet-of-Things English Terminology

Feature extraction and Chinese translation of Internet-of-Things English terms are the basis of many natural language processing. Its main purpose is to extract rich semantic information from unstructured texts to allow computers to further calculate and process them to meet different types of NLP-b...

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Detalles Bibliográficos
Autor principal: Li, Huasu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9071986/
https://www.ncbi.nlm.nih.gov/pubmed/35528369
http://dx.doi.org/10.1155/2022/6344571
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author Li, Huasu
author_facet Li, Huasu
author_sort Li, Huasu
collection PubMed
description Feature extraction and Chinese translation of Internet-of-Things English terms are the basis of many natural language processing. Its main purpose is to extract rich semantic information from unstructured texts to allow computers to further calculate and process them to meet different types of NLP-based tasks. However, most of the current methods use simple neural network models to count the word frequency or probability of words in the text, and it is difficult to accurately understand and translate IoT English terms. In response to this problem, this study proposes a neural network for feature extraction and Chinese translation of IoT English terms based on LSTM, which can not only correctly extract and translate IoT English vocabulary but also realize the feature correspondence between English and Chinese. The neural network proposed in this study has been tested and trained on multiple datasets, and it basically fulfills the requirements of feature translation and Chinese translation of Internet-of-Things terms in English and has great potential in the follow-up work.
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spelling pubmed-90719862022-05-06 Research on Feature Extraction and Chinese Translation Method of Internet-of-Things English Terminology Li, Huasu Comput Intell Neurosci Research Article Feature extraction and Chinese translation of Internet-of-Things English terms are the basis of many natural language processing. Its main purpose is to extract rich semantic information from unstructured texts to allow computers to further calculate and process them to meet different types of NLP-based tasks. However, most of the current methods use simple neural network models to count the word frequency or probability of words in the text, and it is difficult to accurately understand and translate IoT English terms. In response to this problem, this study proposes a neural network for feature extraction and Chinese translation of IoT English terms based on LSTM, which can not only correctly extract and translate IoT English vocabulary but also realize the feature correspondence between English and Chinese. The neural network proposed in this study has been tested and trained on multiple datasets, and it basically fulfills the requirements of feature translation and Chinese translation of Internet-of-Things terms in English and has great potential in the follow-up work. Hindawi 2022-04-28 /pmc/articles/PMC9071986/ /pubmed/35528369 http://dx.doi.org/10.1155/2022/6344571 Text en Copyright © 2022 Huasu 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, Huasu
Research on Feature Extraction and Chinese Translation Method of Internet-of-Things English Terminology
title Research on Feature Extraction and Chinese Translation Method of Internet-of-Things English Terminology
title_full Research on Feature Extraction and Chinese Translation Method of Internet-of-Things English Terminology
title_fullStr Research on Feature Extraction and Chinese Translation Method of Internet-of-Things English Terminology
title_full_unstemmed Research on Feature Extraction and Chinese Translation Method of Internet-of-Things English Terminology
title_short Research on Feature Extraction and Chinese Translation Method of Internet-of-Things English Terminology
title_sort research on feature extraction and chinese translation method of internet-of-things english terminology
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9071986/
https://www.ncbi.nlm.nih.gov/pubmed/35528369
http://dx.doi.org/10.1155/2022/6344571
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