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2023 | OriginalPaper | Chapter

A Teaching Framework Based on Big Data of Students’ Learning Behaviors: A Case Study of Academic Performance Prediction

Authors : Dian Li, Shujie Ding, Weidong Wang, Haoru Su, Yichen Wang

Published in: Frontier Computing

Publisher: Springer Nature Singapore

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Abstract

The online education is accelerating the transformation and innovation of the education industry with the rise of smart education. Learning behavior data analysis has promoted the development of education informatization. Using these learning behavior big data, a technology framework is proposed to improve teaching quality. Then, taking academic performance prediction as a case study, we provides an effective strategy to predict students’ academic performance. Through the case study, we learn more about the weak points in the students’ learning processes based on the analysis of learning behaviors.

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Metadata
Title
A Teaching Framework Based on Big Data of Students’ Learning Behaviors: A Case Study of Academic Performance Prediction
Authors
Dian Li
Shujie Ding
Weidong Wang
Haoru Su
Yichen Wang
Copyright Year
2023
Publisher
Springer Nature Singapore
Book
Frontier Computing

Print ISBN: 978-981-9914-27-2

Electronic ISBN: 978-981-9914-28-9

Copyright Year: 2023

DOI
https://doi.org/10.1007/978-981-99-1428-9_1