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Feature Recognition of English Based on Deep Belief Neural Network and Big Data Analysis
Realizing accurate recognition of Chinese and English information is a major difficulty in English feature recognition. Based on this difficulty, this paper studies the English feature recognition model based on deep belief network classification algorithm and Big Data analysis. First, the basic fra...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Hindawi
2021
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8292046/ https://www.ncbi.nlm.nih.gov/pubmed/34335719 http://dx.doi.org/10.1155/2021/5609885 |
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author | Liu, Xiaoling |
author_facet | Liu, Xiaoling |
author_sort | Liu, Xiaoling |
collection | PubMed |
description | Realizing accurate recognition of Chinese and English information is a major difficulty in English feature recognition. Based on this difficulty, this paper studies the English feature recognition model based on deep belief network classification algorithm and Big Data analysis. First, the basic framework based on deep belief network classification algorithm and Big Data analysis is proposed. Combined with the Big Data analysis training model, the English feature information is processed. Through the recognition of different English text features, the recognition and matching of English features are realized. Then the errors of deep belief network classification algorithm and Big Data analysis are evaluated. Second, this paper describes the quantitative evaluation of deep belief network classification algorithm and Big Data analysis in this system. In the evaluation, the language feature evaluation method is used to improve the evaluation function. At the same time, the deep belief network classification algorithm and Big Data analysis are used to self-study the model, and the English feature recognition method with strong applicability is established. Finally, the effectiveness of the recognition system is verified by the experiment. |
format | Online Article Text |
id | pubmed-8292046 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-82920462021-07-31 Feature Recognition of English Based on Deep Belief Neural Network and Big Data Analysis Liu, Xiaoling Comput Intell Neurosci Research Article Realizing accurate recognition of Chinese and English information is a major difficulty in English feature recognition. Based on this difficulty, this paper studies the English feature recognition model based on deep belief network classification algorithm and Big Data analysis. First, the basic framework based on deep belief network classification algorithm and Big Data analysis is proposed. Combined with the Big Data analysis training model, the English feature information is processed. Through the recognition of different English text features, the recognition and matching of English features are realized. Then the errors of deep belief network classification algorithm and Big Data analysis are evaluated. Second, this paper describes the quantitative evaluation of deep belief network classification algorithm and Big Data analysis in this system. In the evaluation, the language feature evaluation method is used to improve the evaluation function. At the same time, the deep belief network classification algorithm and Big Data analysis are used to self-study the model, and the English feature recognition method with strong applicability is established. Finally, the effectiveness of the recognition system is verified by the experiment. Hindawi 2021-07-13 /pmc/articles/PMC8292046/ /pubmed/34335719 http://dx.doi.org/10.1155/2021/5609885 Text en Copyright © 2021 Xiaoling Liu. 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 Liu, Xiaoling Feature Recognition of English Based on Deep Belief Neural Network and Big Data Analysis |
title | Feature Recognition of English Based on Deep Belief Neural Network and Big Data Analysis |
title_full | Feature Recognition of English Based on Deep Belief Neural Network and Big Data Analysis |
title_fullStr | Feature Recognition of English Based on Deep Belief Neural Network and Big Data Analysis |
title_full_unstemmed | Feature Recognition of English Based on Deep Belief Neural Network and Big Data Analysis |
title_short | Feature Recognition of English Based on Deep Belief Neural Network and Big Data Analysis |
title_sort | feature recognition of english based on deep belief neural network and big data analysis |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8292046/ https://www.ncbi.nlm.nih.gov/pubmed/34335719 http://dx.doi.org/10.1155/2021/5609885 |
work_keys_str_mv | AT liuxiaoling featurerecognitionofenglishbasedondeepbeliefneuralnetworkandbigdataanalysis |