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Simulation of English Word Order Sorting Based on Semionline Model and Artificial Intelligence

To improve the word order ranking effect of English language retrieval, based on machine learning algorithms, this paper combines a semionline model to construct an artificial intelligence ranking model for English word order based on a semionline model and establishes a semisupervised ELM regressio...

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Detalles Bibliográficos
Autores principales: Meng, Zhange, Li, Nan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9256377/
https://www.ncbi.nlm.nih.gov/pubmed/35800692
http://dx.doi.org/10.1155/2022/5999853
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author Meng, Zhange
Li, Nan
author_facet Meng, Zhange
Li, Nan
author_sort Meng, Zhange
collection PubMed
description To improve the word order ranking effect of English language retrieval, based on machine learning algorithms, this paper combines a semionline model to construct an artificial intelligence ranking model for English word order based on a semionline model and establishes a semisupervised ELM regression model. Moreover, this paper derives the mathematical model of semisupervised ELM in detail and uses FCM clustering to screen credible samples, ELM collaborative training to mark each other's samples, and the marked samples to calculate the output weights of semisupervised ELM regression. In addition, based on continuous learning of OSELMR, this paper uses confidence evaluation to screen out credible unlabeled samples, OSELM collaborative training to mark the credible samples with each other, and credible unlabeled samples to calculate the output weight of SSOSELMR. Finally, this paper designs a control experiment to analyze the model algorithm, compares and counts the parameters, and draws a statistical graph. The research results show that the model constructed in this paper is effective.
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spelling pubmed-92563772022-07-06 Simulation of English Word Order Sorting Based on Semionline Model and Artificial Intelligence Meng, Zhange Li, Nan Comput Intell Neurosci Research Article To improve the word order ranking effect of English language retrieval, based on machine learning algorithms, this paper combines a semionline model to construct an artificial intelligence ranking model for English word order based on a semionline model and establishes a semisupervised ELM regression model. Moreover, this paper derives the mathematical model of semisupervised ELM in detail and uses FCM clustering to screen credible samples, ELM collaborative training to mark each other's samples, and the marked samples to calculate the output weights of semisupervised ELM regression. In addition, based on continuous learning of OSELMR, this paper uses confidence evaluation to screen out credible unlabeled samples, OSELM collaborative training to mark the credible samples with each other, and credible unlabeled samples to calculate the output weight of SSOSELMR. Finally, this paper designs a control experiment to analyze the model algorithm, compares and counts the parameters, and draws a statistical graph. The research results show that the model constructed in this paper is effective. Hindawi 2022-06-28 /pmc/articles/PMC9256377/ /pubmed/35800692 http://dx.doi.org/10.1155/2022/5999853 Text en Copyright © 2022 Zhange Meng and Nan Li. 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
Meng, Zhange
Li, Nan
Simulation of English Word Order Sorting Based on Semionline Model and Artificial Intelligence
title Simulation of English Word Order Sorting Based on Semionline Model and Artificial Intelligence
title_full Simulation of English Word Order Sorting Based on Semionline Model and Artificial Intelligence
title_fullStr Simulation of English Word Order Sorting Based on Semionline Model and Artificial Intelligence
title_full_unstemmed Simulation of English Word Order Sorting Based on Semionline Model and Artificial Intelligence
title_short Simulation of English Word Order Sorting Based on Semionline Model and Artificial Intelligence
title_sort simulation of english word order sorting based on semionline model and artificial intelligence
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9256377/
https://www.ncbi.nlm.nih.gov/pubmed/35800692
http://dx.doi.org/10.1155/2022/5999853
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