Stochastic simulated student module for testing learning-styles modelling approaches¶
Product or Programme · All products and programmes
Evidence · 2 claims (2 for) · 1 study (1 causal),q2· 0 of 1 report an effect size · 2 claims rest on one study
Description¶
A reusable expert-system module that stochastically simulates student performance under specified learning-style preferences for researchers testing adaptive educational-system student models.
Components¶
Claims¶
- Reinforcing learning styles absent from the selected combination on poor performance (strategy 3) yields the most consistent probabilistic learning-style model [+M]
- Cold-start initialization converges faster than starting from an inconsistent student model [+M]
Related Products and Programmes¶
-
Key Sources¶
- Fabiano Dorça. (2015). Implementation and use of Simulated Students for Test and Validation of new Adaptive Educational Systems: a Practical Insight. Int J Artif Intell Educ. https://doi.org/10.1007/s40593-015-0037-0
Page metadata
| Field | Value |
|---|---|
type |
product |
id |
stochastic-simulated-student-module-for-testing-learning-styles-modelling-approaches |
title |
Stochastic simulated student module for testing learning-styles modelling approaches |
description |
A reusable expert-system module that stochastically simulates student performance under specified learning-style preferences for researchers testing adaptive educational-system student models. |
status |
review |
product_kind |
software |
generated |
by process:settle-candidates on 2026-10-28 |
trust |
unverified — no one has confirmed this page's content |
Frontmatter is the page's machine-readable record — see the Schema & Guide.