Multi-source Education Knowledge Graph Construction and Fusion for College Curricula

05/08/2023
by   Zeju Li, et al.
0

The field of education has undergone a significant transformation due to the rapid advancements in Artificial Intelligence (AI). Among the various AI technologies, Knowledge Graphs (KGs) using Natural Language Processing (NLP) have emerged as powerful visualization tools for integrating multifaceted information. In the context of university education, the availability of numerous specialized courses and complicated learning resources often leads to inferior learning outcomes for students. In this paper, we propose an automated framework for knowledge extraction, visual KG construction, and graph fusion, tailored for the major of Electronic Information. Furthermore, we perform data analysis to investigate the correlation degree and relationship between courses, rank hot knowledge concepts, and explore the intersection of courses. Our objective is to enhance the learning efficiency of students and to explore new educational paradigms enabled by AI. The proposed framework is expected to enable students to better understand and appreciate the intricacies of their field of study by providing them with a comprehensive understanding of the relationships between the various concepts and courses.

READ FULL TEXT
research
01/08/2021

Artificial Intelligence enabled Smart Learning

Artificial Intelligence (AI) is a discipline of computer science that de...
research
09/19/2023

Artificial Intelligence-Enabled Intelligent Assistant for Personalized and Adaptive Learning in Higher Education

This paper presents a novel framework, Artificial Intelligence-Enabled I...
research
09/27/2021

Automatic Generation of Word Problems for Academic Education via Natural Language Processing (NLP)

Digital learning platforms enable students to learn on a flexible and in...
research
05/22/2023

Exploring User Perspectives on ChatGPT: Applications, Perceptions, and Implications for AI-Integrated Education

Understanding user perspectives on Artificial Intelligence (AI) in educa...
research
08/30/2023

Automatic assessment of text-based responses in post-secondary education: A systematic review

Text-based open-ended questions in academic formative and summative asse...
research
08/08/2023

AI Chatbots as Multi-Role Pedagogical Agents: Transforming Engagement in CS Education

This study investigates the use of Artificial Intelligence (AI)-powered,...
research
11/07/2022

End-to-End Evaluation of a Spoken Dialogue System for Learning Basic Mathematics

The advances in language-based Artificial Intelligence (AI) technologies...

Please sign up or login with your details

Forgot password? Click here to reset