Analysis and Prediction of Public Concern and Academic Concern in Middle School Physics

Physics in middle school plays an irreplaceable role in cultivating students’ scientific quality and creativity. It occupies an essential position in middle school teaching, which has always been the focus of academia (academic concern) and the public (public concern). The relationship between acade...

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Main Authors: Pan Liu, Guanyu Wang, Yulin Zhao, Kai Liu, Junke Li
Format: Article
Language:English
Published: Wiley 2022-01-01
Series:Advances in Multimedia
Online Access:http://dx.doi.org/10.1155/2022/8677460
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author Pan Liu
Guanyu Wang
Yulin Zhao
Kai Liu
Junke Li
author_facet Pan Liu
Guanyu Wang
Yulin Zhao
Kai Liu
Junke Li
author_sort Pan Liu
collection DOAJ
description Physics in middle school plays an irreplaceable role in cultivating students’ scientific quality and creativity. It occupies an essential position in middle school teaching, which has always been the focus of academia (academic concern) and the public (public concern). The relationship between academic and public concern for physics in middle school has become an important research issue. To solve this problem, this article proposes the Pearson correlation-linear prediction and ARIMA (autoregressive integrated moving average) (PCLA) framework. It consists of four steps. Firstly, PCLA obtains the public concern and academic concern in middle school physics. Secondly, the Pearson correlation between the public concern and academic concern is analysed, and a linear model between the two concerns is established. Thirdly, for better predicting public concern, the evaluation index is used to choose the best model between the ARIMA model and the SARIMA model. Finally, based on the result of the third step and the linear model, academic concern can also be predicted. The results show that the PCLA framework can reflect the relationship between academic concern and public concern for physics in middle school and can accurately predict public concern and academic concern.
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spelling doaj-art-5b7a6bc975dd4e79b5fccb1d353f80272025-08-20T03:35:00ZengWileyAdvances in Multimedia1687-56992022-01-01202210.1155/2022/8677460Analysis and Prediction of Public Concern and Academic Concern in Middle School PhysicsPan Liu0Guanyu Wang1Yulin Zhao2Kai Liu3Junke Li4School of Information EngineeringSchool of Computer and InformationSchool of Information EngineeringSchool of Information EngineeringSchool of Information EngineeringPhysics in middle school plays an irreplaceable role in cultivating students’ scientific quality and creativity. It occupies an essential position in middle school teaching, which has always been the focus of academia (academic concern) and the public (public concern). The relationship between academic and public concern for physics in middle school has become an important research issue. To solve this problem, this article proposes the Pearson correlation-linear prediction and ARIMA (autoregressive integrated moving average) (PCLA) framework. It consists of four steps. Firstly, PCLA obtains the public concern and academic concern in middle school physics. Secondly, the Pearson correlation between the public concern and academic concern is analysed, and a linear model between the two concerns is established. Thirdly, for better predicting public concern, the evaluation index is used to choose the best model between the ARIMA model and the SARIMA model. Finally, based on the result of the third step and the linear model, academic concern can also be predicted. The results show that the PCLA framework can reflect the relationship between academic concern and public concern for physics in middle school and can accurately predict public concern and academic concern.http://dx.doi.org/10.1155/2022/8677460
spellingShingle Pan Liu
Guanyu Wang
Yulin Zhao
Kai Liu
Junke Li
Analysis and Prediction of Public Concern and Academic Concern in Middle School Physics
Advances in Multimedia
title Analysis and Prediction of Public Concern and Academic Concern in Middle School Physics
title_full Analysis and Prediction of Public Concern and Academic Concern in Middle School Physics
title_fullStr Analysis and Prediction of Public Concern and Academic Concern in Middle School Physics
title_full_unstemmed Analysis and Prediction of Public Concern and Academic Concern in Middle School Physics
title_short Analysis and Prediction of Public Concern and Academic Concern in Middle School Physics
title_sort analysis and prediction of public concern and academic concern in middle school physics
url http://dx.doi.org/10.1155/2022/8677460
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