Mathematical Modeling of Embodied Cognition and Personalized Learning in Interactive Virtual Reality: A Nonlinear Systems Approach

[1] Bannert, M., Reimann, P., & Sonnenberg, C. (2021). Supporting self-regulated learning with digital learning environments. Journal of Computer Assisted Learning, 37(5), 1327-1342. https://doi.org/10.1111/jcal.12513 Search in Google Scholar

[2] Barsalou, L. W. (2008). Grounded cognition. Annual Review of Psychology, 59, 617-645. https://doi.org/10.1146/annurev.psych.59.103006.093639 Search in Google Scholar

[3] Billinghurst, M., Clark, A., & Lee, G. (2021). Augmented reality in education: A review of best practices. Journal of Educational Technology Systems, 50(3), 199-212. https://doi.org/10.1177/00472395211006355 Search in Google Scholar

[4] Chen, L., & Huang, Y. (2023). Designing adaptive curricula with immersive technologies. Educational Media International, 60(1), 58-74. https://doi.org/10.1080/09523987.2023.2176974 Search in Google Scholar

[5] Di Mitri, D., Schneider, J., Specht, M., & Drachsler, H. (2020). From signals to knowledge: A conceptual model for multimodal learning analytics. British Journal of Educational Technology, 51(5), 1651-1669. https://doi.org/10.1111/bjet.12935 Search in Google Scholar

[6] Dillenbourg, P., Zufferey, G., & Jermann, P. (2022). Collaborative learning in virtual environments: A roadmap for future research. Educational Technology Research and Development, 70(1), 345-368. https://doi.org/10.1007/s11423-021-10015-7 Search in Google Scholar

[7] Fiorella, L., & Mayer, R. E. (2021). The relative benefits of immersive versus non-immersive environments in computer-based instruction. Computers & Education, 159, 104014. https://doi.org/10.1016/j.compedu.2020.104014 Search in Google Scholar

[8] Fowler, C. (2021). Bayesian optimization for personalized learning paths: A new approach to education. Educational Research Review, 33, 100102. https://doi.org/10.1016/j.edurev.2021.100102 Search in Google Scholar

[9] Friston, K., & Kiebel, S. (2021). Predictive coding under the free-energy principle. Neuron, 109(5), 827-839. https://doi.org/10.1016/j.neuron.2020.12.034 Search in Google Scholar

[10] Garcia, L., & Martinez, P. (2022). Longitudinal effects of personalized VR learning. Computers & Education, 180, 104432. https://doi.org/10.1016/j.compedu.2022.104432 Search in Google Scholar

[11] García, M., & Domínguez, A. (2021). Equity in education through personalized learning. International Journal of Educational Research, 105, 101695. https://doi.org/10.1016/j.ijer.2020.101695 Search in Google Scholar

[12] Gregory, S., & Bannister, N. A. (2022). Virtual reality and gamification in learning: A systematic review. Journal of Educational Computing Research, 60(2), 325-347. https://doi.org/10.1177/07356331211070977 Search in Google Scholar

[13] Holmes, A., & Kozlowski, D. (2020). The effect of interactive virtual reality on learning and cognitive load. Educational Psychology Review, 32(3), 1211-1232. https://doi.org/10.1007/s10648-020-09525-4 Search in Google Scholar

[14] Johnson-Glenberg, M. C., Megowan-Romanowicz, C., Birchfield, D., & Savio-Ramos, C. (2020). Embodied science and mixed reality: The effectiveness of a mixed-reality simulation for physics learning. Journal of Science Education and Technology, 29(1), 32-45. https://doi.org/10.1007/s10956-019-09793-2 Search in Google Scholar

[15] Kim, S., Park, J., & Lee, D. (2023). Affective adaptive systems in immersive education. IEEE Transactions on Learning Technologies, 16(1), 22-34. https://doi.org/10.1109/TLT.2022.3208452 Search in Google Scholar

[16] Li, X., & Zhao, Y. (2022). Social and emotional learning in virtual reality contexts. Interactive Learning Environments, 30(4), 546-560. https://doi.org/10.1080/10494820.2019.1696803 Search in Google Scholar

[17] Lin, H., & Lan, Y. J. (2020). Adaptive learning environments in the 21st century: Advances in technology and research. Interactive Learning Environments, 28(7), 864-879. https://doi.org/10.1080/10494820.2018.1507197 Search in Google Scholar

[18] Liu, D., & Lee, J. (2022). Personalized learning in virtual reality: Opportunities and challenges. Educational Technology Research and Development, 70(1), 123-145. https://doi.org/10.1007/s11423-021-10043-3 Search in Google Scholar

[19] Makransky, G., & Mayer, R. E. (2020). Benefits of adding immersion to a virtual reality learning environment: A study of learning and cognitive load. Journal of Educational Psychology, 112(8), 1367-1379. https://doi.org/10.1037/edu0000401 Search in Google Scholar

[20] Makransky, G., & Petersen, G. B. (2021). Investigating the feasibility of using lab-based VR simulations in education. Journal of Computer Assisted Learning, 37(4), 1011-1024. https://doi.org/10.1111/jcal.12564 Search in Google Scholar

[21] Makransky, G., & Petersen, G. B. (2022). Adaptive learning in virtual reality environments. Computers & Education, 175, 104340. https://doi.org/10.1016/j.compedu.2021.104340 Search in Google Scholar

[22] McClelland, J. L., & Rogers, T. T. (2021). The parallel distributed processing approach to cognition: Development, learning, and conceptual knowledge. Annual Review of Psychology, 72, 25-50. https://doi.org/10.1146/annurev-psych-062520-122701 Search in Google Scholar

[23] Merchant, Z., & Goel, M. (2022). Impact of virtual reality on STEM education. Journal of Science Education and Technology, 31(2), 145-160. https://doi.org/10.1007/s10956-021-09931-7 Search in Google Scholar

[24] Nguyen, T., & Patel, R. (2021). Cross-cultural studies of immersive learning. Educational Research Review, 34, 100408. https://doi.org/10.1016/j.edurev.2021.100408 Search in Google Scholar

[25] O’Connor, T., & Li, M. (2020). Implementing VR-based learning in schools. Education and Information Technologies, 25(6), 5001-5020. https://doi.org/10.1007/s10639-020-10215-7 Search in Google Scholar

[26] Park, S., & Kim, H. (2021). Long-term effects of immersive learning experiences. British Journal of Educational Technology, 52(5), 1932-1948. https://doi.org/10.1111/bjet.13079 Search in Google Scholar

[27] Parong, J., & Mayer, R. E. (2020). Cognitive and affective processes in learning from science simulations in immersive virtual reality. Journal of Educational Psychology, 112(5), 996-1008. https://doi.org/10.1037/edu0000419 Search in Google Scholar

[28] Pfeiffer, J., & Schmidt, A. (2023). Role of sensorimotor experiences in virtual learning. Journal of Computer Assisted Learning, 39(1), 123-139. https://doi.org/10.1111/jcal.12728 Search in Google Scholar

[29] Radianti, J., Majchrzak, T. A., Fromm, J., & Wohlgenannt, I. (2020). A systematic review of immersive virtual reality applications for higher education: Design elements, lessons learned, and research agenda. Computers & Education, 147, 103778. https://doi.org/10.1016/j.compedu.2019.103778 Search in Google Scholar

[30] Sanchez, A., Hernandez, M., & Lopez, R. (2023). Advancements in VR technologies for education. Virtual Reality, 27(2), 257-275. https://doi.org/10.1007/s10055-022-00624-4 Search in Google Scholar

[31] Siemens, G., & Long, P. (2021). Longitudinal data analytics in personalized learning systems. Educational Technology Research and Development, 69(4), 1043-1059. https://doi.org/10.1007/s11423-020-09812-x Search in Google Scholar

[32] Slater, M., & Sanchez-Vives, M. V. (2021). Enhancing learning through multi-sensory VR environments. Frontiers in Robotics and AI, 8, 177. https://doi.org/10.3389/frobt.2021.665327 Search in Google Scholar

[33] Smith, J., & Lee, K. (2020). Challenges in scaling personalized learning environments. Computers in Human Behavior, 110, 106384. https://doi.org/10.1016/j.chb.2020.106384 Search in Google Scholar

[34] Thompson, B., & Wilson, G. (2021). Collaborative learning in virtual environments. Journal of Educational Psychology, 113(7), 1285-1300. https://doi.org/10.1037/edu0000629 Search in Google Scholar

[35] Vrto, M., & Dubois, M. (2022). A review on personalized learning pathways in immersive environments. Computers & Education, 177, 104384. https://doi.org/10.1016/j.compedu.2021.104384 Search in Google Scholar

[36] Walker, D., & Cooper, E. (2023). Technical and ergonomic challenges in VR education. Journal of Educational Computing Research, 61(2), 293-310. https://doi.org/10.1177/07356331221128524 Search in Google Scholar

[37] Wang, Y., & Liu, S. (2021). Personalized learning systems and student performance. Educational Technology Research and Development, 69(4), 2053-2070. https://doi.org/10.1007/s11423-021-10003-x Search in Google Scholar

[38] Wilson, M. (2002). Six views of embodied cognition. Psychonomic Bulletin & Review, 9(4), 625-636. https://doi.org/10.3758/BF03196322 Search in Google Scholar

[39] Wilson, M. (2021). Embodied cognition and learning in immersive virtual environments. Journal of Educational Technology, 42(3), 215-230. https://doi.org/10.1177/026010112110001 Search in Google Scholar

[40] Dede, C., Fischer, G., & Zhang, J. (2020). Real-time feedback in immersive learning environments. International Journal of Artificial Intelligence in Education, 30(2), 168-183. https://doi.org/10.1007/s40593-020-00204-3 Search in Google Scholar

[41] Cohen, J. D., & Tarrell, A. (2022). Examining the role of embodiment in virtual reality learning environments. Educational Technology & Society, 25(2), 110-123. https://doi.org/10.1037/edu0000625 Search in Google Scholar

[42] Tschopp, S., & Zirkler, S. (2022). Augmented reality and virtual reality for learning: A systematic literature review and classification. Journal of Computer Assisted Learning, 38(3), 654-679. https://doi.org/10.1111/jcal.12665 Search in Google Scholar