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Construction of Cognitive Model of Family Education Decision-Making Based on Neural Network

Family's academic cognition influences the family's academic concept, rearing fashion, and academic participation. It is no longer solely associated to kid's bodily and intellectual development; however, additionally associated to household concord and social progress. With the develo...

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Detalles Bibliográficos
Autores principales: Yao, Wenwen, Zhen, Ying, Zhang, Yu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9277202/
https://www.ncbi.nlm.nih.gov/pubmed/35854940
http://dx.doi.org/10.1155/2022/4082381
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author Yao, Wenwen
Zhen, Ying
Zhang, Yu
author_facet Yao, Wenwen
Zhen, Ying
Zhang, Yu
author_sort Yao, Wenwen
collection PubMed
description Family's academic cognition influences the family's academic concept, rearing fashion, and academic participation. It is no longer solely associated to kid's bodily and intellectual development; however, additionally associated to household concord and social progress. With the development of the times, the complicated traits of training proceed to pose new challenges to parents. Exploring the composition and operation mechanism of family training decision-making cognition is envisioned to stop up the key to promote parents' orderly coaching participation and home university cooperation. However, the associated lookup of usual cognitive mannequin has terrible steadiness and prediction charge in focus results. This paper constructs a cognitive model of family training decision-making principally based totally on neural network. Through the assessment of relevant data, they have an effect of the cognitive model of family coaching decision-making mainly based totally on neural neighborhood evaluated from the accuracy, root suggest rectangular error RMSE, and AUC curve. The experimental effects exhibit that the prediction accuracy of the cognitive mannequin of household training decision-making primarily based on neural community is 15% greater than that of the standard model, and the cognitive balance of the mannequin is 8.2%. This paper demonstrates the effectiveness, feasibility, and practicability of the mannequin in realistic teaching.
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spelling pubmed-92772022022-07-18 Construction of Cognitive Model of Family Education Decision-Making Based on Neural Network Yao, Wenwen Zhen, Ying Zhang, Yu Occup Ther Int Research Article Family's academic cognition influences the family's academic concept, rearing fashion, and academic participation. It is no longer solely associated to kid's bodily and intellectual development; however, additionally associated to household concord and social progress. With the development of the times, the complicated traits of training proceed to pose new challenges to parents. Exploring the composition and operation mechanism of family training decision-making cognition is envisioned to stop up the key to promote parents' orderly coaching participation and home university cooperation. However, the associated lookup of usual cognitive mannequin has terrible steadiness and prediction charge in focus results. This paper constructs a cognitive model of family training decision-making principally based totally on neural network. Through the assessment of relevant data, they have an effect of the cognitive model of family coaching decision-making mainly based totally on neural neighborhood evaluated from the accuracy, root suggest rectangular error RMSE, and AUC curve. The experimental effects exhibit that the prediction accuracy of the cognitive mannequin of household training decision-making primarily based on neural community is 15% greater than that of the standard model, and the cognitive balance of the mannequin is 8.2%. This paper demonstrates the effectiveness, feasibility, and practicability of the mannequin in realistic teaching. Hindawi 2022-07-05 /pmc/articles/PMC9277202/ /pubmed/35854940 http://dx.doi.org/10.1155/2022/4082381 Text en Copyright © 2022 Wenwen Yao et al. 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
Yao, Wenwen
Zhen, Ying
Zhang, Yu
Construction of Cognitive Model of Family Education Decision-Making Based on Neural Network
title Construction of Cognitive Model of Family Education Decision-Making Based on Neural Network
title_full Construction of Cognitive Model of Family Education Decision-Making Based on Neural Network
title_fullStr Construction of Cognitive Model of Family Education Decision-Making Based on Neural Network
title_full_unstemmed Construction of Cognitive Model of Family Education Decision-Making Based on Neural Network
title_short Construction of Cognitive Model of Family Education Decision-Making Based on Neural Network
title_sort construction of cognitive model of family education decision-making based on neural network
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9277202/
https://www.ncbi.nlm.nih.gov/pubmed/35854940
http://dx.doi.org/10.1155/2022/4082381
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