<abstract xmlns="http://www.w3.org/1999/xhtml">

<p>In this paper, a student education management platform is constructed using ASP.NET development technology. Secondly, a fast CD method is used to update the main parameters of RBM, and multiple restricted Boltzmann machines are used to jointly form a depth-constrained Boltzmann machine for the personalized recommendation of educational management methods. Finally, a performance test analysis was conducted to verify the platform’s effectiveness presented in this paper. The results show that when the number of concurrent users is 600, the maximum response times of student management, faculty management and education management functions are 2.79s, 2.95s and 2.81s, respectively, and the CPU occupancy rate is less than 20%. The education management platform with good performance can help improve and innovate student education management.</p>
</abstract>

In this paper, a student education management platform is constructed using ASP.NET development technology. Secondly, a fast CD method is used to update the main parameters of RBM, and multiple restricted Boltzmann machines are used to jointly form a depth-constrained Boltzmann machine for the personalized recommendation of educational management methods. Finally, a performance test analysis was conducted to verify the platform’s effectiveness presented in this paper. The results show that when the number of concurrent users is 600, the maximum response times of student management, faculty management and education management functions are 2.79s, 2.95s and 2.81s, respectively, and the CPU occupancy rate is less than 20%. The education management platform with good performance can help improve and innovate student education management.

A study on the improvement of student education management in universities based on depth-constrained Boltzmann machine

Applied Mathematics and Nonlinear Sciences

This work is licensed under the Creative Commons Attribution 4.0 International License.

In this paper, a student education management platform is constructed using ASP.NET development technology. Secondly, a fast CD method is used to update the...

A study on the improvement of student education management in universities based on depth-constrained Boltzmann machine

Online veröffentlicht: 01. Nov. 2023

Seitenbereich: -

Eingereicht: 05. Feb. 2023

Akzeptiert: 12. Mai 2023

DOI: https://doi.org/10.2478/amns.2023.2.00928

Schlüsselwörter
Constrained Boltzmann machine, fast CD method, ASP.NET, Educational management, Performance testing

© 2023 Ting Chen, published by Sciendo

This work is licensed under the Creative Commons Attribution 4.0 International License.

A study on the improvement of student education management in universities based on depth-constrained Boltzmann machine

Online veröffentlicht: 01. Nov. 2023

Seitenbereich: -

Eingereicht: 05. Feb. 2023

Akzeptiert: 12. Mai 2023

DOI: https://doi.org/10.2478/amns.2023.2.00928

SchlüsselwörterConstrained Boltzmann machine, fast CD method, ASP.NET, Educational management, Performance testing

© 2023 Ting Chen, published by Sciendo

This work is licensed under the Creative Commons Attribution 4.0 International License.

Schlüsselwörter
Constrained Boltzmann machine, fast CD method, ASP.NET, Educational management, Performance testing