Recovering concept prerequisite relations from university course dependencies

C Liang, J Ye, Z Wu, B Pursel, C Giles - Proceedings of the AAAI …, 2017 - ojs.aaai.org
Prerequisite relations among concepts play an important role in many educational
applications such as intelligent tutoring system and curriculum planning. With the increasing …

Investigating active learning for concept prerequisite learning

C Liang, J Ye, S Wang, B Pursel, CL Giles - Proceedings of the AAAI …, 2018 - ojs.aaai.org
Abstract Concept prerequisite learning focuses on machine learning methods for measuring
the prerequisite relation among concepts. With the importance of prerequisites for education …

ConLearn: contextual-knowledge-aware concept prerequisite relation learning with graph neural network

H Sun, Y Li, Y Zhang - Proceedings of the 2022 SIAM International …, 2022 - SIAM
Prerequisite relations among concepts are important for a wide range of educational
applications, such as intelligent tutoring and curriculum planning. However, concept …

Prerequisite Relationships of the OntoMathEdu Educational Mathematical Ontology

A Kirillovich, M Falileeva, O Nevzorova… - … Computer Sciences in …, 2021 - Springer
We present the 2 nd release of the OntoMath Edu educational mathematical ontology. In this
new release, the logical relationships between concepts have been complemented with …

A graph neural network model for concept prerequisite relation extraction

D Mazumder, JH Paik, A Basu - Proceedings of the 32nd ACM …, 2023 - dl.acm.org
In recent years, with the emergence of online learning platforms and e-learning resources,
many documents are available for a particular topic. For a better learning experience, the …

[PDF][PDF] OntoMathEdu Educational Mathematical Ontology: Prerequisites, Educational Levels and Educational Projections.

MV Falileeva, A Kirillovich, LR Shakirova, O Nevzorova… - SSI, 2020 - kpfu.ru
The work is dedicated to development of prerequisite relationships of the educational
mathematical ontology OntoMathEdu. The concept A is called a prerequisite for the concept …

[PDF][PDF] Modeling and Evaluation of the Mathematical Educational Ontology.

LR Shakirova, MV Falileeva, A Kirillovich, EK Lipachev… - SSI, 2019 - academia.edu
In this paper, we discuss the current stage of development of the educational mathematical
ontology OntoMathEdu, firstly presented by us at INTED 2019 and CICM 2019. This ontology …

A constrained coupled matrix-tensor factorization for learning time-evolving and emerging topics

S Bahargam, EE Papalexakis - arXiv preprint arXiv:1807.00122, 2018 - arxiv.org
Topic discovery has witnessed a significant growth as a field of data mining at large. In
particular, time-evolving topic discovery, where the evolution of a topic is taken into account …

Contextual Embeddings and Graph Convolutional Networks for Concept Prerequisite Learning

JC Layoun, A Zouaq, M Desmarais - Proceedings of the 39th ACM …, 2024 - dl.acm.org
Concept prerequisite learning (CPL) plays a crucial role in education. The objective of CPL
is to predict prerequisite relations between different concepts. In this paper, we present a …

Exploring the Effectiveness of Student Behavior in Prerequisite Relation Discovery for Concepts

J Yu, H Li, G Luo, Y Lin, P Li, J Xu, L Hou… - Asia-Pacific Web (APWeb) …, 2023 - Springer
What knowledge should a student grasp before beginning a new MOOC course? To answer
this question, it is essential to automatically discover prerequisite relations among course …