Higher education management work based on information fusion technology for the development of innovation ability of college students
This paper explores the optimization methods of higher education management work to develop innovation competence. Focusing on classroom management, a method for assessing learning engagement based on information fusion technology is proposed. The facial images are localized based on Haar classifica...
| Main Author: | |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Sciendo
2024-01-01
|
| Series: | Applied Mathematics and Nonlinear Sciences |
| Subjects: | |
| Online Access: | https://doi.org/10.2478/amns.2023.2.00775 |
| _version_ | 1797340718074691584 |
|---|---|
| author | Wang Zhijuan |
| author_facet | Wang Zhijuan |
| author_sort | Wang Zhijuan |
| collection | DOAJ |
| description | This paper explores the optimization methods of higher education management work to develop innovation competence. Focusing on classroom management, a method for assessing learning engagement based on information fusion technology is proposed. The facial images are localized based on Haar classification, and CNN is used to determine the learning emotion. Then, the fatigue level and learning concentration are detected based on eye state recognition and face posture estimation, respectively. The assessment of learning engagement is complete when the multidimensional information of classroom learning is fused. Among them, the better-performing face position decision layer features (F1=76.25%) and the facial expression decision layer features (F1=79.12%) are spliced and fused to increase the classification accuracy. The evaluation of learning engagement aids in improving the quality of classroom management and optimizing educational management of universities. |
| first_indexed | 2024-03-08T10:07:17Z |
| format | Article |
| id | doaj.art-f5d55884c2cd445693e56ce64070e67c |
| institution | Directory Open Access Journal |
| issn | 2444-8656 |
| language | English |
| last_indexed | 2024-03-08T10:07:17Z |
| publishDate | 2024-01-01 |
| publisher | Sciendo |
| record_format | Article |
| series | Applied Mathematics and Nonlinear Sciences |
| spelling | doaj.art-f5d55884c2cd445693e56ce64070e67c2024-01-29T08:52:36ZengSciendoApplied Mathematics and Nonlinear Sciences2444-86562024-01-019110.2478/amns.2023.2.00775Higher education management work based on information fusion technology for the development of innovation ability of college studentsWang Zhijuan01School of Biotechnology and Food Science, Tianjin University of Commerce, Tianjin, 300134, China.This paper explores the optimization methods of higher education management work to develop innovation competence. Focusing on classroom management, a method for assessing learning engagement based on information fusion technology is proposed. The facial images are localized based on Haar classification, and CNN is used to determine the learning emotion. Then, the fatigue level and learning concentration are detected based on eye state recognition and face posture estimation, respectively. The assessment of learning engagement is complete when the multidimensional information of classroom learning is fused. Among them, the better-performing face position decision layer features (F1=76.25%) and the facial expression decision layer features (F1=79.12%) are spliced and fused to increase the classification accuracy. The evaluation of learning engagement aids in improving the quality of classroom management and optimizing educational management of universities.https://doi.org/10.2478/amns.2023.2.00775information fusion techniqueshaar classifiercnneducational managementlearning engagement97q70 |
| spellingShingle | Wang Zhijuan Higher education management work based on information fusion technology for the development of innovation ability of college students Applied Mathematics and Nonlinear Sciences information fusion techniques haar classifier cnn educational management learning engagement 97q70 |
| title | Higher education management work based on information fusion technology for the development of innovation ability of college students |
| title_full | Higher education management work based on information fusion technology for the development of innovation ability of college students |
| title_fullStr | Higher education management work based on information fusion technology for the development of innovation ability of college students |
| title_full_unstemmed | Higher education management work based on information fusion technology for the development of innovation ability of college students |
| title_short | Higher education management work based on information fusion technology for the development of innovation ability of college students |
| title_sort | higher education management work based on information fusion technology for the development of innovation ability of college students |
| topic | information fusion techniques haar classifier cnn educational management learning engagement 97q70 |
| url | https://doi.org/10.2478/amns.2023.2.00775 |
| work_keys_str_mv | AT wangzhijuan highereducationmanagementworkbasedoninformationfusiontechnologyforthedevelopmentofinnovationabilityofcollegestudents |