Based on the edX platform, this paper designs the knowledge graph model by combining expert method and reference method, selects Neo4j as the knowledge storage database of knowledge graph; selects Echarts as the visualization tool of Neo4j, and finally realizes the visual search and display of knowledge points on MOOC platform, and gives learning feedback and update according to the learning situation of learners. When planning the learning path through the designed knowledge graph, Ripplenet algorithm is introduced to enrich the diversity of courses in the learning path planning between courses. Professional learning path planning is provided for learners to improve the learning efficiency of online learning.
References
[1]
Bauman, K., Bing, L., & Tuzhilin, A. (2017). Aspect Based Recommendations: Recommending Items with the Most Valuable Aspects Based on User Reviews. The 23rd ACM SIGKDD International Conference. https://doi.org/10.1145/3097983.3098170
[2]
Cao, Y. C., & Zuo, Y. L. (2018). An Analysis of the Current Situation of Web-Based Courses in China. Technology and Innovation, No. 17, 2.
[3]
Li, Y., Shao, Z., Wang, X., Zhao, X., & Guo, Y. (2018). A Concept Map-Based Learning Paths Automatic Generation Algorithm for Adaptive Learning Systems. IEEE Access.
https://doi.org/10.1109/ACCESS.2018.2885339
[4]
NCBI (2022). UMLS Reference Manual. APA Divisions.
http://www.ncbi.nlm.nih.gov/books/NBK9676/
[5]
Wang, H., Zhang, F., Wang, J., Miao, Z., & Guo, M. (2018). Ripplenet: Propagating User Preferences on the Knowledge Graph for Recommender Systems. ACM.
https://doi.org/10.1145/3269206.3271739
[6]
Yang, X. H., & Zhuo, X. Z. (2017). Research on the Current Situation and Development Trend of Online Education in China: Based on the Analysis of 16 Online Education Platforms Such as Netease Open Class. E-Education Research, 38, 8.
[7]
Zhang, M. Y. (2019). Analysis and Research on Learning Paths in the Environment of Online Open Courses: Taking the Wisdom of the Analects of Confucius and Other Two Courses as Examples. Doctoral Dissertation. Shanghai: Shanghai Normal University.