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Machine English Translation Evaluation System Based on BP Neural Network Algorithm

In order to solve the problems of machine translation efficiency and translation quality, this paper proposes an English translation evaluation system based on the BP neural network algorithm. This method provides users with a more intelligent machine translation service experience. With the help of...

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Detalles Bibliográficos
Autores principales: Han, Yanlin, Meng, Shaoxiu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9519276/
https://www.ncbi.nlm.nih.gov/pubmed/36188696
http://dx.doi.org/10.1155/2022/4974579
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author Han, Yanlin
Meng, Shaoxiu
author_facet Han, Yanlin
Meng, Shaoxiu
author_sort Han, Yanlin
collection PubMed
description In order to solve the problems of machine translation efficiency and translation quality, this paper proposes an English translation evaluation system based on the BP neural network algorithm. This method provides users with a more intelligent machine translation service experience. With the help of the BP neural network algorithm, taking English online translation as the research object, Google's translation quality is the best, with an error frequency of only 167, while Baidu translation and iFLYTEK translation in China have a high error rate of 266 and 301, respectively, which is much higher than Google translation. A model of machine translation evaluation based on the neural network algorithm is proposed to better solve the disadvantages of traditional English machine translation. The results show that the machine translation system based on the neural network algorithm can further optimize the problems existing in machine translation, such as insufficient use of information and large scale of model parameters, and further improve the performance of neural network machine translation.
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spelling pubmed-95192762022-09-29 Machine English Translation Evaluation System Based on BP Neural Network Algorithm Han, Yanlin Meng, Shaoxiu Comput Intell Neurosci Research Article In order to solve the problems of machine translation efficiency and translation quality, this paper proposes an English translation evaluation system based on the BP neural network algorithm. This method provides users with a more intelligent machine translation service experience. With the help of the BP neural network algorithm, taking English online translation as the research object, Google's translation quality is the best, with an error frequency of only 167, while Baidu translation and iFLYTEK translation in China have a high error rate of 266 and 301, respectively, which is much higher than Google translation. A model of machine translation evaluation based on the neural network algorithm is proposed to better solve the disadvantages of traditional English machine translation. The results show that the machine translation system based on the neural network algorithm can further optimize the problems existing in machine translation, such as insufficient use of information and large scale of model parameters, and further improve the performance of neural network machine translation. Hindawi 2022-09-21 /pmc/articles/PMC9519276/ /pubmed/36188696 http://dx.doi.org/10.1155/2022/4974579 Text en Copyright © 2022 Yanlin Han and Shaoxiu Meng. 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
Han, Yanlin
Meng, Shaoxiu
Machine English Translation Evaluation System Based on BP Neural Network Algorithm
title Machine English Translation Evaluation System Based on BP Neural Network Algorithm
title_full Machine English Translation Evaluation System Based on BP Neural Network Algorithm
title_fullStr Machine English Translation Evaluation System Based on BP Neural Network Algorithm
title_full_unstemmed Machine English Translation Evaluation System Based on BP Neural Network Algorithm
title_short Machine English Translation Evaluation System Based on BP Neural Network Algorithm
title_sort machine english translation evaluation system based on bp neural network algorithm
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9519276/
https://www.ncbi.nlm.nih.gov/pubmed/36188696
http://dx.doi.org/10.1155/2022/4974579
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