Prerequisite or Not Prerequisite? That's the problem! An NLP-based Approach for Concept Prerequisite Learning

Abstract

This paper presents a method for prerequisite learning classification between educational concepts. The proposed system was developed by adapting a classification algorithm designed for sequencing Learning Objects to the task of ordering concepts from a computer science textbook. In order to apply the system to the new task, for each concept we automatically created a learning unit from the textbook using two criteria based on concept occurrences and burst intervals. Results are promising and suggest that further improvements could highly benefit the results.

Publication
In Proceedings of the Sixth Italian Conference on Computational Linguistics (CLiC-it 2019, Bari)
Alessio Miaschi
Alessio Miaschi
Full-time researcher (RTDA) in Natural Language Processing