Affiliation:
1. 1 Network and Information Center, Guangzhou Open University , Guangzhou , Guangdong, , China .
Abstract
Abstract
With the emergence of new classroom teaching modes such as STEM education, traditional classroom teaching and student cultivation are facing many new challenges, so this paper explores the use of knowledge mapping in teaching classrooms based on the STEM education perspective. The article first analyzes the basic theory of knowledge graphs and designs a knowledge graph architecture based on the relevant basic theory. It also proposes a personalized learning path generation and recommendation algorithm. Finally, 38 students majoring in educational technology were surveyed to test and explore the knowledge mapping approach proposed in this paper for STEM education. The results of the study indicate that the fifth and sixth groups, which utilized the personalized recommendation algorithm proposed in this paper, achieved the highest learning gains of 0.531 and 0.756, respectively.
Reference18 articles.
1. Kennedy, T. J., & Odell, M. R. (2023). STEM Education as a Meta-discipline. In Contemporary issues in science and technology education (pp. 37-51). Cham: Springer Nature Switzerland.
2. Yoh, T., Kim, J., Chung, S., & Chung, W. (2021). STREAM: A new paradigm for STEM education. Journal of STEM Education: Innovations and Research, 22(1).
3. Li, X., & Li, Y. (2023). Individualized and innovation-centered general education in a Chinese STEM University. Education Sciences, 13(8), 846.
4. Leung, A. (2020). Boundary crossing pedagogy in STEM education. International Journal of STEM Education, 7(1), 15.
5. Gardner, M., & Tillotson, J. W. (2019). Interpreting integrated STEM: Sustaining pedagogical innovation within a public middle school context. International Journal of Science and Mathematics Education, 17, 1283-1300.