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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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Detalles Bibliográficos
Autor principal: Gu, Lisha
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
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.
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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
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