Composition and Optimization of Higher Education Management System Based on Data Mining Technology

In this paper, we use cognitive mapping for four-parameter Logistics model fitting computation and obtain personalized learning resource paths incorporating learners’ fuzzy cognitive mapping after eliminating the influence of blunders and guessing factors on learners’ cognitive assessment. After calculating peer similarity based on the cognitive map, the cognitive change trajectory is tracked, and learning resources are recommended iteratively until students become proficient. Based on the cognitive objective function and knowledge relevance, the cognitive mapping of education management of college students is constructed. The research on the mechanism of higher education management and student cultivation is analyzed from the goal of talent cultivation in colleges and universities. Statistical analysis is utilized to analyze the research on the mechanism of higher education management and student cultivation. The results show that the t-value of the regression results are all greater than 2, the regression results are significant, and its regression coefficient is 0.87, which means that all dimensions of the cultivation mechanism of colleges and universities have a positive impact on external employability. In terms of academic attitude, moral cultivation and academic norms, the supervisor has a greater role in influencing postgraduates, and its percentage values are 49.2%, 52.1% and 46.5%, respectively, and the mean values of the three dimensions are above 4.1, while the standard deviation values are above 1.0. This study provides basic references and effective suggestions to promote the continuous improvement of graduate student training quality and is of great significance to the innovation of educational management and student training mechanisms.

Section: Cognitive Objective Functions In the Educational Management ...mentioning

confidence: 99%

Exploration of an Innovative Model of Higher Education Management and Student Training Mechanism Based on Cognitive Mapping

Jing

2023

“…Literature [12] examined the current status of teaching resource data construction in higher education institutions and discussed methods to construct and optimize teaching resource databases in order to strengthen the functionality of teaching resource databases. Literature [13] introduced data mining technology into the construction and optimization of teaching management systems in higher education institutions, which realized the optimization and management of the database and provided helpful teaching resource database support and teaching services for teachers and students. Literature [14] investigated and analyzed the situation of students' utilization of teaching online resource libraries, and found that students search and answer questions on the resource library for the difficulties they encountered in learning is the most common.…”

Section: Introductionmentioning

confidence: 99%

Integration Construction of Teaching Resource Library for Art and Design Majors under Interactivity Orientation

Lai,

Li,

Lai

et al. 2024

Building a well-rounded teaching resource platform for art design majors is essential for improving the quality and accessibility of educational materials. In this research, we used an innovative method, the LSTM-CRF model, to better understand what learners need and match these needs with relevant teaching materials. We also developed a new way to evaluate the effectiveness of our teaching resources, using an intelligent algorithm to find out how good the content really is. Our findings show that our resources score highly in areas like the quality of content, how often it’s updated, how personalized it is, and how well it’s promoted, with scores of 4.29, 4.24, 4.24, and 4.25, respectively. Interestingly, we found that student satisfaction varies significantly by their year in school and where they come from. This research not only sets the stage for future advancements in teaching resources for art and design but also suggests ways to make these resources even better.

“…In the new situation, the development of the Internet has greatly impacted people's working lives and society. In the process of society moving forward, education, as the foundation of the country, should be innovated and developed in the light of environmental changes to provide more appropriate education management for the new generation of students so that they can grow up quickly in a harmonious environment [11][12]. Colleges and universities should make innovations for the educational management of college students in the context of the Internet to further improve the overall quality of education.…”

Section: Introductionmentioning

confidence: 99%

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

Chen

2023

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.