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Translation of Japanese Literature Language and Natural Language Environment Understanding Based on Artificial Neural Network
Literary translation encompasses not only the communication of ideas across cultures but also the conversion of one word into another. The translation of Japanese literature will, therefore, undoubtedly convey this foreign culture. This study examines the semantic expression of words, the NN model f...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Hindawi
2022
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9507674/ https://www.ncbi.nlm.nih.gov/pubmed/36159754 http://dx.doi.org/10.1155/2022/2015763 |
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author | Gu, Lisha |
author_facet | Gu, Lisha |
author_sort | Gu, Lisha |
collection | PubMed |
description | Literary translation encompasses not only the communication of ideas across cultures but also the conversion of one word into another. The translation of Japanese literature will, therefore, undoubtedly convey this foreign culture. This study examines the semantic expression of words, the NN model for common sense reasoning, the method of building a common sense knowledge base, and the translation of Japanese literary language with an emphasis on the semantic expression and reasoning methods of natural language based on NN. The network structure, parameter processing, learning algorithm, and learning samples are all discussed in detail at the same time as the integrated NN model is presented. According to simulation results, this algorithm can achieve an accuracy of about 95% and a recall rate of about 96.5%. In addition to greatly enhancing the model's flexibility and popularity, this approach successfully addresses the issue of information loss. It can offer some references for both the translation of literary language and the understanding of natural language. |
format | Online Article Text |
id | pubmed-9507674 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-95076742022-09-24 Translation of Japanese Literature Language and Natural Language Environment Understanding Based on Artificial Neural Network Gu, Lisha J Environ Public Health Research Article Literary translation encompasses not only the communication of ideas across cultures but also the conversion of one word into another. The translation of Japanese literature will, therefore, undoubtedly convey this foreign culture. This study examines the semantic expression of words, the NN model for common sense reasoning, the method of building a common sense knowledge base, and the translation of Japanese literary language with an emphasis on the semantic expression and reasoning methods of natural language based on NN. The network structure, parameter processing, learning algorithm, and learning samples are all discussed in detail at the same time as the integrated NN model is presented. According to simulation results, this algorithm can achieve an accuracy of about 95% and a recall rate of about 96.5%. In addition to greatly enhancing the model's flexibility and popularity, this approach successfully addresses the issue of information loss. It can offer some references for both the translation of literary language and the understanding of natural language. Hindawi 2022-09-16 /pmc/articles/PMC9507674/ /pubmed/36159754 http://dx.doi.org/10.1155/2022/2015763 Text en Copyright © 2022 Lisha Gu. 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 Gu, Lisha Translation of Japanese Literature Language and Natural Language Environment Understanding Based on Artificial Neural Network |
title | Translation of Japanese Literature Language and Natural Language Environment Understanding Based on Artificial Neural Network |
title_full | Translation of Japanese Literature Language and Natural Language Environment Understanding Based on Artificial Neural Network |
title_fullStr | Translation of Japanese Literature Language and Natural Language Environment Understanding Based on Artificial Neural Network |
title_full_unstemmed | Translation of Japanese Literature Language and Natural Language Environment Understanding Based on Artificial Neural Network |
title_short | Translation of Japanese Literature Language and Natural Language Environment Understanding Based on Artificial Neural Network |
title_sort | translation of japanese literature language and natural language environment understanding based on artificial neural network |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9507674/ https://www.ncbi.nlm.nih.gov/pubmed/36159754 http://dx.doi.org/10.1155/2022/2015763 |
work_keys_str_mv | AT gulisha translationofjapaneseliteraturelanguageandnaturallanguageenvironmentunderstandingbasedonartificialneuralnetwork |