Prerequisite-driven Q-matrix Refinement for Learner Knowledge Assessment: A Case Study in Online Learning Context

W Gan, Y Sun - arxiv preprint arxiv:2208.12642, 2022 - arxiv.org
The ever growing abundance of learning traces in the online learning platforms promises
unique insights into the learner knowledge assessment (LKA), a fundamental personalized …

An Empirical Research on Identifiability and Q-Matrix Design for DINA Model.

P Xu, MC Desmarais - International Educational Data Mining Society, 2018 - ERIC
In most contexts of student skills assessment, whether the test material is administered by
the teacher or within a learning environment, there is a strong incentive to minimize the …

Refinement of a q-matrix with an ensemble technique based on multi-label classification algorithms

S Minn, MC Desmarais, SK Fu - … Enhanced Learning, EC-TEL 2016, Lyon …, 2016 - Springer
There are numerous algorithms and tools to help an expert map exercises and tasks to
underlying skills. The last decade has witnessed a wealth of data driven approaches aiming …

Multi-activity Student Knowledge and Behavior Modeling via Transfer Learning

S Zhao - 2024 - scholarsarchive.library.albany.edu
Online education systems have grown in popularity over the past few years, providing
abundant opportunities for students to learn. As the number of students using these systems …

Modelling multiple problem‐solving strategies and strategy shift in cognitive diagnosis for growth

M Liao, H Jiao - British Journal of Mathematical and Statistical …, 2023 - Wiley Online Library
Problem‐solving strategies, defined as actions people select intentionally to achieve desired
objectives, are distinguished from skills that are implemented unintentionally. In education …

Prerequisite-driven Q-matrix Refinement for Learner Knowledge Assessment: A Case Study in the Online Learning Context

GAN Wenbin, SUN Yuan - International Conference on Computers …, 2022 - library.apsce.net
The ever-growing abundance of learning traces in the online learning platforms promises
unique insights into the learner knowledge assessment (LKA), a fundamental personalized …

[PDF][PDF] Refining Prerequisite Skill Structure Graphs Using Randomized Controlled Trials

SA Adjei - 2018 - digital.wpi.edu
Prerequisite skill structure graphs represent the relationships between knowledge
components. Prerequisite structure graphs also propose the order in which students in a …

[書籍][B] The Analysis of Student Traces for Q-Matrix Refinement and Knowledge Tracing

SMS Minn - 2020 - search.proquest.com
The growth of self-learning, enabled by the availability on the Internet of different forms of
didactic material such as MOOCs and tutoring systems, increases in turn the relevance of …