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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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Detalles Bibliográficos
Autor principal: Liu, Xiaoling
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2021
Materias:
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.
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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