Advertisement

Browse Subject Areas

?

Click through the PLOS taxonomy to find articles in your field.

For more information about PLOS Subject Areas, click here.

Loading metrics

Open Access

Peer-reviewed

Research Article

Analysis and optimization of student learning paths based on CRNN and sequential data

Miao Deng ,

Roles Data curation, Formal analysis, Methodology, Visualization, Writing – original draft

* E-mail: dm20250221@163.com

Affiliations School of Earth Science and Engineering, Institute of Disaster Prevention, Hebei, Sanhe, China, Hebei Key Laboratory of Earthquake Dynamics, Hebei, Sanhe, China

https://orcid.org/0009-0009-8995-2684

⨯
Lina Lu,

Roles Formal analysis, Methodology, Writing – review & editing

Affiliations School of Earth Science and Engineering, Institute of Disaster Prevention, Hebei, Sanhe, China, Hebei Key Laboratory of Earthquake Dynamics, Hebei, Sanhe, China
⨯
Shaoyan Wen

Roles Methodology, Software, Writing – review & editing

Affiliations School of Earth Science and Engineering, Institute of Disaster Prevention, Hebei, Sanhe, China, Hebei Key Laboratory of Earthquake Dynamics, Hebei, Sanhe, China
⨯

Analysis and optimization of student learning paths based on CRNN and sequential data

Miao Deng,
Lina Lu,
Shaoyan Wen

x

Published: September 22, 2025
https://doi.org/10.1371/journal.pone.0331491

Reader Comments (0)

Post a new comment on this article

Print

Advertisement

Subject Areas
?

For more information about PLOS Subject Areas, click here.
We want your feedback. Do these Subject Areas make sense for this article? Click the target next to the incorrect Subject Area and let us know. Thanks for your help!

Human learning
Is the Subject Area "Human learning" applicable to this article?

Thanks for your feedback.
Machine learning
Is the Subject Area "Machine learning" applicable to this article?

Thanks for your feedback.
Deep learning
Is the Subject Area "Deep learning" applicable to this article?

Thanks for your feedback.
Recurrent neural networks
Is the Subject Area "Recurrent neural networks" applicable to this article?

Thanks for your feedback.
Graphs
Is the Subject Area "Graphs" applicable to this article?

Thanks for your feedback.
Behavior
Is the Subject Area "Behavior" applicable to this article?

Thanks for your feedback.
Information architecture
Is the Subject Area "Information architecture" applicable to this article?

Thanks for your feedback.
Optimization
Is the Subject Area "Optimization" applicable to this article?

Thanks for your feedback.