A New Intelligent Learning Diagnosis Method Constructed Based on Concept Map

Author:

HU Yun1ORCID,Li Hui2,Zhou Zuojian1,Li Haining3

Affiliation:

1. School of Information Technology, Nanjing University of Chinese Medicine, 138 Xianlin Road, Nanjing, P. R. China

2. Department of Computer Science, Jiangsu Ocean University, Lianyungang 222000, Jinagsu, P. R. China

3. Department of Neurology, General Hospital of Ningxia Medical University, Yinchuan 750004, Ningxia, P. R. China

Abstract

With the rapid development of Internet technology, online learning and online education are becoming more and more popular. Intelligent learning diagnosis has become an effective means to guarantee the quality of online learning, and has become a research hotspot in the direction of education informatization. Concept map is an intuitive visual tool that can discover the concepts poorly mastered by students, and provide useful clues for identifying learning disabilities of students. This paper proposed a learning diagnosis method constructed based on the concept map. First, it groups learners, then uses direct hashing and pruning (DHP) to generate association rules between the different concepts, and finally uses the DHP algorithm to produce and construct the concept map automatically to discover the concepts poorly mastered by students, and realize the automatic diagnosis of learning problems. Case studies that have been done in college mathematics classes in some universities of Lianyungang have fully verified the effectiveness of our method.

Publisher

World Scientific Pub Co Pte Lt

Subject

Artificial Intelligence,Computer Vision and Pattern Recognition,Software

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