DMP_AI: An AI-Aided K-12 System for Teaching and Learning in Diverse Schools

被引:0
作者
Yang, Zhen-Qun [1 ]
Cao, Jiannong [1 ]
Li, Xiaoyin [1 ]
Wang, Kaile [1 ]
Zheng, Xinzhe [1 ]
Poon, Kai Cheung Franky [2 ]
Lai, Daniel [1 ]
机构
[1] Hong Kong Polytech Univ, Dept Comp, Hung Hom, Hong Kong, Peoples R China
[2] HKRSS Tai Po Secondary Sch, Tai Po, Hong Kong, Peoples R China
来源
BLENDED LEARNING: INTELLIGENT COMPUTING IN EDUCATION, ICBL 2024 | 2024年 / 14797卷
关键词
Artificial intelligence; K-12; education; Teaching and learning; Application of AI; Machine learning; DROPOUT;
D O I
10.1007/978-981-97-4442-8_9
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
The use of Artificial Intelligence (AI) has gained momentum in education. However, the use of AI in K-12 education is still in its nascent stages, and further research and development is needed to realize its potential. Moreover, the creation of a comprehensive and cohesive system that effectively harnesses AI to support teaching and learning across a diverse range of primary and secondary schools presents substantial challenges that need to be addressed. To fill these gaps, especially in countries like China, we designed and implemented the DMP_AI (DataManagement PlatformArtificial Intelligence) system, an innovative AIaided educational system specifically designed for K-12 education. The system utilizes data mining, natural language processing, andmachine learning, along with learning analytics, to offer a wide range of features, including student academic performance and behavior prediction, early warning system, analytics of Individualized Education Plan, talented students' prediction and identification, and cross-school personalized electives recommendation. The development of this system has been meticulously carried out while prioritizing user privacy and addressing the challenges posed by data heterogeneity. We successfully implemented the DMP_AI system in real-world primary and secondary schools, allowing us to gain valuable insights into the potential and challenges of integrating AI into K-12 education in the real world. This system will serve as a valuable resource for supporting educators in providing effective and inclusive K-12 education.
引用
收藏
页码:117 / 130
页数:14
相关论文
共 33 条
  • [31] VanMeteren R, 2000, ECML/MLNET Workshop on Machine Learning and the New Information Age, V30, P47
  • [32] Wei X.-Y., 2012, P 20 ACM INT C MULT, P639, DOI [10.1145/2393347.2393436, DOI 10.1145/2393347.2393436]
  • [33] Zhuang YF, 2017, INT CONF SOFTW ENG, P194, DOI 10.1109/ICSESS.2017.8342895