Joint modeling of action sequences and action time in computer-based interactive tasks

Y Fu, P Zhan, Q Chen, H Jiao - Behavior Research Methods, 2024 - Springer
Process data refers to data recorded in computer-based assessments that reflect the
problem-solving processes of participants and provide greater insight into how they solve …

New paradigm of identifiable general-response cognitive diagnostic models: beyond categorical data

S Lee, Y Gu - psychometrika, 2024 - Springer
Cognitive diagnostic models (CDMs) are a popular family of discrete latent variable models
that model students' mastery or deficiency of multiple fine-grained skills. CDMs have been …

Longitudinal joint modeling for assessing parallel interactive development of latent ability and processing speed using responses and response times

P Zhan, Q Chen, S Wang, X Zhang - Behavior Research Methods, 2024 - Springer
To measure the parallel interactive development of latent ability and processing speed using
longitudinal item response accuracy (RA) and longitudinal response time (RT) data, we …

Using a multi-strategy eye-tracking psychometric model to measure intelligence and identify cognitive strategy in Raven's advanced progressive matrices

Y Liu, P Zhan, Y Fu, Q Chen, K Man, Y Luo - Intelligence, 2023 - Elsevier
Previous studies have found that participants use two cognitive strategies—constructive
matching and response elimination—in responding to items in the Raven's Advanced …

Exploring Latent Constructs through Multimodal Data Analysis

S Wang, S Wu, Y Chen, L Fang… - Journal of Educational …, 2024 - Wiley Online Library
This study presents a comprehensive analysis of three types of multimodal data‐response
accuracy, response times, and eye‐tracking data‐derived from a computer‐based spatial …

Using a deep learning-based visual computational model to identify cognitive strategies in matrix reasoning

Z Wang, Y Liu, P Zhan - Journal of Educational and …, 2024 - journals.sagepub.com
Constructive matching and response elimination strategies are two primarily used cognitive
strategies in Raven's Advanced Progressive Matrices (APM), a valid measurement …

Enhancing computational thinking assessment: A multimodal cognitive diagnostic approach

S Yang, S Zhu, W Qin - Thinking Skills and Creativity, 2025 - Elsevier
Computational thinking (CT) is an essential skill students need if they are to adapt to the rise
of digital society, and the evaluation of CT is crucial for enhancing students' CT. However …

NeuralNCD: A neural network cognitive diagnosis model based on multi-dimensional features

G Li, Y Hu, J Shuai, T Yang, Y Zhang, S Dai, N Xiong - Applied Sciences, 2022 - mdpi.com
One of the most critical functions of modern intelligent teaching technology is cognitive
diagnostics. Traditional cognitive diagnostic models (CDMs) usually use designed functions …

AI-assisted evaluation of problem-solving performance using eye movement and handwriting

JJH Lin - Journal of Research on Technology in Education, 2024 - Taylor & Francis
With the ability to predict learning behaviors, artificial intelligence (AI) is increasingly
involved in assessing the performance of problem solving. This study explored the potential …

Bayesian analysis methods for two-level diagnosis classification models

K Yamaguchi - Journal of Educational and Behavioral …, 2023 - journals.sagepub.com
Understanding whether or not different types of students master various attributes can aid
future learning remediation. In this study, two-level diagnostic classification models (DCMs) …