Enhancing VR Based Serious Games and Simulations Design: Bayesian Knowledge Tracing and Pattern-Based Approaches
Article No.: 58, Pages 1 - 2
Abstract
This paper explores how Bayesian Knowledge Tracing (BKT) can be integrated with a pattern-based approach to enhance the development of virtual reality (VR) based serious games and simulations. These technologies allow for the prediction of user progress and the utilization of Artificial Intelligence (AI) methods to tailor difficulty levels based on individual needs. By combining BKT, pattern-based mechanics, and affective feedback, comprehensive data on user interactions, skills, and emotional states can be collected. This data enables the estimation of learners’ knowledge levels and the prediction of their progress.
References
[1]
Julian Abich IV, Jason Parker, Jennifer S Murphy, and Morgan Eudy. 2021. A review of the evidence for training effectiveness with virtual reality technology. Virtual Reality 25, 4 (2021), 919–933.
[2]
Clark C Abt. 1987. Serious games. University press of America.
[3]
Ernest Adams and Joris Dormans. 2012. Game mechanics: advanced game design. New Riders.
[4]
Jan K Argasiński and Paweł Węgrzyn. 2019. Affective patterns in serious games. Future Generation Computer Systems 92 (2019), 526–538.
[5]
Staffan Bjork and Jussi Holopainen. 2004. Patterns in game design (game development series). Charles River Media, Inc.
[6]
Iwona Grabska-Gradzińska and Jan K Argasiński. 2021. Graph-Based Method for the Interpretation of User Activities in Serious Games. In Human-Computer Interaction–INTERACT 2021: 18th IFIP TC 13 International Conference, Bari, Italy, August 30–September 3, 2021, Proceedings, Part III 18. Springer, 87–96.
[7]
Radek Pelánek. 2017. Bayesian knowledge tracing, logistic models, and beyond: an overview of learner modeling techniques. User Modeling and User-Adapted Interaction 27 (2017), 313–350.
[8]
Michelle M Riconscente, Robert J Mislevy, and Seth Corrigan. 2015. Evidence-centered design. In Handbook of test development. Routledge, 40–63.
[9]
Miguel Sicart. 2008. Defining game mechanics. Game studies 8, 2 (2008), 1–14.
[10]
Yan Wang, Wei Song, Wei Tao, Antonio Liotta, Dawei Yang, Xinlei Li, Shuyong Gao, Yixuan Sun, Weifeng Ge, Wei Zhang, 2022. A systematic review on affective computing: Emotion models, databases, and recent advances. Information Fusion 83 (2022), 19–52.
Index Terms
- Enhancing VR Based Serious Games and Simulations Design: Bayesian Knowledge Tracing and Pattern-Based Approaches
Recommendations
Scenario-based serious games repurposing
SIGDOC '11: Proceedings of the 29th ACM international conference on Design of communicationSerious games are very content-rich forms of educational media, often combining high fidelity visual and audio content with diverse pedagogic approaches. This paper introduces scenario-based serious games repurposing and demonstrates repurposing a ...
Haptic-Based Serious Games
CW '14: Proceedings of the 2014 International Conference on CyberworldsRecently, new interactive devices such as hap tic devices became available for game development. 6DOF hap tic devices give the user an opportunity "to feel" the simulated virtual environment in the way similar to the real world. Hap tic-based ...
Serious Storytelling in Virtual Reality: The Role of Digital Narrative to Trigger Mediated Presence and Behavioral Responses
CHI PLAY '20: Extended Abstracts of the 2020 Annual Symposium on Computer-Human Interaction in PlayVirtual Reality (VR) can administer a narrative rich, high-fidelity environment that provides a fully immersive and interactive experience for use in serious games. VR serious games are increasingly used in training and evacuation preparedness for ...
Comments
Please enable JavaScript to view thecomments powered by Disqus.Information & Contributors
Information
Published In
October 2023
542 pages
ISBN:9798400703287
DOI:10.1145/3611659
Copyright © 2023 Owner/Author.
Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.
Sponsors
Publisher
Association for Computing Machinery
New York, NY, United States
Publication History
Published: 09 October 2023
Check for updates
Author Tags
Qualifiers
- Abstract
- Research
- Refereed limited
Funding Sources
- European Union?s Horizon 2020
Conference
VRST 2023: 29th ACM Symposium on Virtual Reality Software and Technology
October 9 - 11, 2023
Christchurch, New Zealand
Acceptance Rates
Overall Acceptance Rate 66 of 254 submissions, 26%
Contributors
Other Metrics
Bibliometrics & Citations
Bibliometrics
Article Metrics
- 0Total Citations
- 80Total Downloads
- Downloads (Last 12 months)53
- Downloads (Last 6 weeks)3
Reflects downloads up to 19 Nov 2024
Other Metrics
Citations
View Options
Login options
Check if you have access through your login credentials or your institution to get full access on this article.
Sign inFull Access
View options
View or Download as a PDF file.
PDFeReader
View online with eReader.
eReaderHTML Format
View this article in HTML Format.
HTML Format