Bayesian Knowledge Tracing Implemented in a Telecommunications Serious Game

Halatedzi Nedombeloni, Reolyn Heymann, Japie Greeff

Research output: Contribution to journalArticlepeer-review

1 Citation (Scopus)

Abstract

The University of Johannesburg has integrated serious games into its teaching, exemplified by Codebreakers, a 2D game teaching information theory. While successful, Codebreakers lacked person-alisation and used a criticised assessment method based on answer streaks. Knowledge tracing algorithms, known for their effectiveness in intelligent tutoring systems, were considered to address these limitations. This led to the research question: "Can a new serious game be designed, incorporating knowledge tracing algorithms to deliver personalised learning experiences in telecommunications education?" In response, an escape-themed serious game was developed, integrating Bayesian Knowledge Tracing as a sta-tistical student model for personalised learning. This innovative approach combines free-roam gameplay with tailored educational content, significantly advancing serious game design. While pri-marily aimed at enhancing Codebreakers, this new game contrib-utes substantially to serious game theory by successfully imple-menting personalised learning within an engaging format. The pro-ject showcases the potential of knowledge tracing algorithms in creating adaptive, student-centered learning experiences within the context of educational games.

Original languageEnglish
Pages (from-to)107-131
Number of pages25
JournalInternational Journal of Serious Games
Volume11
Issue number2
DOIs
Publication statusPublished - 26 Jun 2024
Externally publishedYes

Keywords

  • 3-Dimensional
  • Knowledge tracing
  • Procedural generation
  • Serious games
  • Synthetic data generation

ASJC Scopus subject areas

  • Software
  • Education
  • Human-Computer Interaction
  • Computer Graphics and Computer-Aided Design
  • Artificial Intelligence
  • Applied Mathematics

Fingerprint

Dive into the research topics of 'Bayesian Knowledge Tracing Implemented in a Telecommunications Serious Game'. Together they form a unique fingerprint.

Cite this