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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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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2022
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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. |
format | Online Article Text |
id | pubmed-9071986 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT lihuasu researchonfeatureextractionandchinesetranslationmethodofinternetofthingsenglishterminology |