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Articles

ML-Quest: a game for introducing machine learning concepts to K-12 students

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Pages 229-244 | Received 02 Mar 2022, Accepted 17 May 2022, Published online: 08 Jun 2022

References

  • Arnab, S., Lim, T., Carvalho, M. B., Bellotti, F., De Freitas, S., Louchart, S., Suttie, N., Berta, R., & De Gloria, A. (2015). Mapping learning and game mechanics for serious games analysis. British Journal of Educational Technology, 46(2), 391–411. https://doi.org/10.1111/bjet.12113
  • Ayodele, T. O. (2010). Machine learning overview. New Advances in Machine Learning, 2.
  • Chung, C.-J., & Shamir, L. (2020). Introducing machine learning with scratch and robots as a pilot program for K-12 computer science education. Science Education, 6, 7.
  • Davis, F. D. (1989). Perceived usefulness, perceived ease of use, and user acceptance of information technology. MIS Quarterly, 13(3), 319–340. https://doi.org/10.2307/249008
  • Eagle, M., & Barnes, T. (2008). Wu's castle: Teaching arrays and loops in a game. In Proceedings of the 13th Annual Conference on Innovation and Technology in Computer Science Education (ITiCSE), Madrid, Spain.
  • Eagle, M., & Barnes, T. (2009). Experimental evaluation of an educational game for improved learning in introductory computing. ACM SIGCSE Bulletin, 41(1), 321–325. https://doi.org/10.1145/1539024.1508980
  • Giannakos, M., Voulgari, I., Papavlasopoulou, S., Papamitsiou, Z., & Yannakakis, G. (2020). Games for artificial intelligence and machine learning education: Review and perspectives. Non-Formal and Informal Science Learning in the ICT Era, 117–133. https://doi.org/10.1007/978-981-15-6747-6
  • Gonulal, T., & Loewen, S. (2018). Scaffolding technique. The TESOL Encyclopedia of English Language Teaching, 1–5. https://doi.org/10.1002/9781118784235.eelt0180
  • Hakulinen, L. (2011). Card games for teaching data structures and algorithms. In Proceedings of the 11th Koli Calling International Conference on Computing Education Research (pp. 120–121), Koli Finland.
  • Hitron, T., Orlev, Y., Wald, I., Shamir, A., Erel, H., & Zuckerman, O. (2019). Can children understand machine learning concepts? The effect of uncovering black boxes. In Proceedings of the 2019 Chi Conference on Human Factors in Computing Systems (pp. 1–11), Glasgow, UK.
  • Im, I., Kim, Y., & Han, H. (2008, 01). The effects of perceived risk and technology type on users' acceptance of technologies. Information & Management, 45(1), 1–9. https://doi.org/10.1016/j.im.2007.03.005.
  • Janiesch, C., Zschech, P., & Heinrich, K. (2021). Machine learning and deep learning. Electronic Markets, 31(3), 1–11. https://doi.org/10.1007/s12525-021-00475-2
  • Jantan, S. R., & Aljunid, S. A. (2012). An experimental evaluation of scaffolded educational games design for programming. In 2012 IEEE Conference on Open Systems (pp. 1–6), Kuala Lumpur, Malaysia.
  • Kahn, K., & Winters, N. (2021). Constructionism and AI: A history and possible futures. British Journal of Educational Technology, 52(3), 1130–1142. https://doi.org/10.1111/bjet.13088
  • Kelle, S., & Klemke, R., & Specht, M. (2011). Design patterns for learning games. International Journal of Technology Enhanced Learning, 3(6), 555–569. https://www.inderscienceonline.com/doi/pdf/10. 1504/IJTEL.2011.045452
  • Krajcsi, A., Csapodi, C., & Stettner, E. (2019). Algotaurus: An educational computer programming game for beginners. Interactive Learning Environments, 29(4), 1–14. https://doi.org/10.1080/10494820.2019.1593862
  • Lee, M. J., Ko, A. J., & Kwan, I. (2013). In-game assessments increase novice programmers' engagement and level completion speed. In Proceedings of the Ninth Annual International ACM Conference on International Computing Education Research (pp. 153–160), San Diego San California USA.
  • Liu, C.-L. (2017). Using a video game to teach supply chain and logistics management. Interactive Learning Environments, 25(8), 1009–1024. https://doi.org/10.1080/10494820.2016.1242503
  • Lund, J., & Ng, Y.-K. (2018). Movie recommendations using the deep learning approach. In 2018 IEEE International Conference on Information Reuse and Integration (IRI) (pp. 47–54), Salt Lake City, Utah, USA.
  • Lytridis, C., & Tsinakos, A. (2018). Evaluation of the artutor augmented reality educational platform in tertiary education. Smart Learning Environments, 5(1), 6. https://doi.org/10.1186/s40561-018-0058-x
  • Mariescu-Istodor, R., & Jormanainen, I. (2019). Machine learning for high school students. In Proceedings of the 19th Koli Calling International Conference on Computing Education Research (pp. 1–9), Koli Finland.
  • Marques, L. S., C. Gresse von Wangenheim, & Hauck, J. C. (2020). Teaching machine learning in school: A systematic mapping of the state of the art. Informatics in Education, 19(2), 283–321. https://doi.org/10.15388/infedu.2020.14
  • McClelland, K., & Grata, L. (2018). Review of the importance of computational thinking in K-12. In Proceedings of the eLmL.
  • Mohamed, A. E. (2017). Comparative study of four supervised machine learning techniques for classification. International Journal of Applied, 7(2), 1–15.
  • Nassif, A. B., Shahin, I., Attili, I., Azzeh, M., & Shaalan, K. (2019). Speech recognition using deep neural networks: A systematic review. IEEE Access, 7, 19143–19165. https://doi.org/10.1109/ACCESS.2019.2896880
  • Parker, J., & Becker, K. (2014). Viper: Game that teaches machine learning concepts—A postmortem. In 2014 IEEE Games and Entertainment Media Conference (GEM), Toronto, ON, Canada.
  • Ruder, S. (2016). An overview of gradient descent optimization algorithms. arXiv preprint arXiv:1609.04747.
  • Saade, R., Nebebe, F., & Tan, W. (2007). Viability of the “technology acceptance model” in multimedia learning environments: A comparative study. Interdisciplinary Journal of E-Learning and Learning Objects, 3(1), 175–184.https://doi.org/10.28945/392
  • Sulmont, E., Patitsas, E., & Cooperstock, J. R. (2019). Can you teach me to machine learn?. In Proceedings of the 50th ACM Technical Symposium on Computer Science Education (SIGCSE), Minneapolis MN USA.
  • Sung, H.-Y., & Hwang, G.-J. (2018). Facilitating effective digital game-based learning behaviors and learning performances of students based on a collaborative knowledge construction strategy. Interactive Learning Environments, 26(1), 118–134. https://doi.org/10.1080/10494820.2017.1283334
  • Tlili, A., Essalmi, F., & Jemni, M. (2016). Improving learning computer architecture through an educational mobile game. Smart Learning Environments, 3(1), 1–14. https://doi.org/10.1186/s40561-016-0030-6
  • Venigalla, A. S. M., & Chimalakonda, S. (2020). G4D-a treasure hunt game for novice programmers to learn debugging. Smart Learning Environments, 7(1), 1–21. https://doi.org/10.1186/s40561-020-00129-4
  • Venigalla, A. S. M., Vagavolu, D., & Chimalakonda, S. (2020). SurviveCovid-19—A game for improving awareness of social distancing and health measures for Covid-19 pandemic. arXiv preprint arXiv:2004.09759.
  • von Lilienfeld, O. A. (2020). Introducing machine learning: Science and technology. Machine Learning: Science and Technology, 1(1). https://doi.org/10.1088/2632-2153/ab6d5d
  • von Wangenheim, C. G., Marques, L. S., & Hauck, J. C. (2020). Machine learning for all – Introducing machine learning in K-12.
  • Voulgari, I., Zammit, M., Stouraitis, E., Liapis, A., & Yannakakis, G. (2021). Learn to machine learn: Designing a game based approach for teaching machine learning to primary and secondary education students. In Interaction design and children (pp. 593–598).

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