Analysis of Algorithms for AI Virtual Player in the Production Management Training Platform
By: Joanna Gąbka
and Krzysztof Przybyś
and Krzysztof Przybyś References
- Abt, C. C., 1987. Serious Games, Lanham, MD, USA: Univ. Press Amer.
- Álvarez-Napagao, S., Gómez-Sebastià, I., Vázquez-Salceda, J., Koch, F., 2012. CONCIENS: Organizational awareness in real-time strategy games, Proceedings of the 13th International Conference of the Catalan Association for Artificial Intelligence, Tarragona, Spain, DOI:10.3233/978-1-60750-642-3-69
- Arizton, 2020. Board Games Market - Global Outlook and Forecast 2021-2026, tech. rep., Arizton.
- Bellotti, F., Berta, R., De Gloria, A., Primavera, L., 2009. Adaptive experience engine for serious games, IEEE Trans. Comput. Intell. AI Games, 1(4), 264–280.
- Beno R., Markova P., Prajova V., Makysova H., 2015. Games Learning in education for a newly accredited study course: Fundamentals of Industrial Engineering, Production Engineering Archives, 9(4), 26-29.
- Bernardini, S., Porayska-Pomsta, K., Sampath, H., 2013. Designing an intelligent virtual agent for social communication in autism, in Proc. 9th Annu. AAAI Conf. Artif. Intell. Interactive Digit. Entertain., DOI: 10.1016/j.ins.2013.10.027
- Bernardini, S., Porayska-Pomsta, K., Smith, T. J., 2013. Echoes: An intelligent serious game for fostering social communication in children with autism, Inf. Sci., 264, 41-60. DOI: 10.1016/j.ins.2013.10.027
- Binsubaih, A., Maddock, S., Romano, D., 2006. A serious game for traffic accident investigators,” Interactive Technol. Smart Educ., 3(4), 329–346.
- Binsubaih, A., Maddock, S., Romano, D., 2009. Serious games for the police: Opportunities and challenges, Special reports and studies series at the Research and Studies Center, Dubai Police Academy, URL: https://www.researchgate.net/publication/228476381_Serious_Games_for_the_Police_Opportunities_and_Challenges.
- Bruce, M., McLaren, B. M., Nguyen, H., 2023. Digital Learning Games in Artificial Intelligence in Education (AIED): A Review, Handbook of Artificial Intelligence in Education, DOI: 10.4337/97818003 75413.00032
- Chiang, Z., 2011. The pricing strategy in chain store operation simulation system based on decision tree in: Proc. 4th Int. Joint Conference on Computational Sciences and Optimization, 392–395, DOI: 10.1109/CSO.2011.280
- Chourabi, O., Boughzala, I., Lang, D., Feki, M., 2017. Feedback on the integration of a Serious Game in the Data Modeling learning, in: HICSS-50:2017 Hawaii International Conference on SystemSciences, Waikoloa,Hawaii, UnitedStates,, 735–742. URL: https://hal.archives-ouvertes.fr/hal-01430259.
- de Oliveira, F. M., Lanzillotti, R. S., Moreira da Costa, R. M. E., Gonçalves R., Ventura, P., 2012. ARVET and SAPTEPT: A virtual environment and a system supported by fuzzy logic in virtual reality exposure therapy for PTSD patients, in Proc. 12th Int. Conf. Comput. Sci. Appl., DOI: 10.1109/ICCSA.2012.26
- Dreier, M., Wölfling, K., Duven, E., Giralt, S., Beutel, M., Müller, K., 2017. Free-to-play: About addicted whales, at risk dolphins and healthy minnows. monetarization design and internet gaming disorder. Addictive Behaviors, 64, 328–333.
- Duin, H., Hauge, J. B., Hunecker, F., Thoben, K., 2011. Application of Serious Games in Industrial Contexts. In: M. Cruz-Cunha, V. Varvalho, P. Tavares (Eds.) Business, Technological, and Social Dimensions of Computer Games: Multidisciplinary Developments, 331-347. DOI: 10.4018/978-1-60960-567-4.ch020
- Dumbleton, T., Kirriemuir, J., 2006. Digital games and education in: Understanding Digital Games, chp.13, 223, DOI: 10.4135/9781446211397.n13
- Farhangian, M., Purvis, M. K., Purvis, M., Savarimuthu, B. T. R., 2014. Modelling the effects of personality and temperament in small teams, Coordination, Organizations, Institutions, and Norms in Multi-Agent Systems and Agreement Technology, Pacheco N. C., Carrascosa C., Osman N., Inglada V. J. (Eds.) Berlin, Germany: Springer-Verlag, pp. 25–41. DOI: 10.1007/978-3-319-59294-7
- Forsyth, C., Forsyth, Carol, Graesser, Arthur, Walker, Breya, Millis, Keith, Pavlik Jr., Philip I., Halpern, Diane 2013 Didactic galactic: types of knowledge learned in a serious game in: Lane, HChad, Yacef, Kalina, Mostow, Jack, Pavlik, Philip (eds.) AIED. LNCS, 7926, 832–835. Springer, Heidelberg, DOI: 10.1007/978-3-319-19773-9
- Gaggi, O., Palazzi, C.E., Ciman, M., Galiazzo, G., Franceschini, S., Ruffino, M., Gori, S., Facoetti, A., 2017. Serious games for early identification of developmental dyslexia, Comput. Entertain, 15. DOI:10.1145/2629558.
- Gąbka, J. M., Porczyński, R., 2022. GoShaper as an innovative training and evaluation platform with embedded AI solutions. In: 2022 Smart Information Systems and Technologies (SIST), Nur-Sultan (Eds.), Kazachstan, 28-30, April, IEEE, 1-6. DOI: 10.1109/SIST54437.2022. 9945704
- Gee, J. P., 2003, What video games must teach us about learning and literacy, Computer Entertainment, 1(1), 20. DOI: 10.1145/950566.950595
- Gigliotta, O., Miglino, O., Schembri, M., Di, A., 2013. Building up serious games with an artificial life approach: Two cases studies in: Evolution, Complexity and Artificial Life, S. Cagnoni, M. Mirolli, M. Villani, Eds. New York, NY, USA: Springer-Verlag, 149-158, DOI: 10.1007/978-3-642-37577-4_10
- Girard, C., Ecalle, J., Magnan, A., 2013. How effective are they? A meta-analysis of recent studies, Journal of Computer Assisted Learning in Serious games as new educational tools, 29(3), 207–219, DOI:10.1111/j.1365-2729.2012.00489.x
- Greitzer, F. L., Kuchar, O. A., Huston, K., 2007. Cognitive science implications for enhancing training effectiveness in a serious gaming context, Journal on Educational Resources in Computing, 7(3), 2, DOI: 10.1145/1281320. 1281322
- Hao, K., 2019. This is how AI bias really happens—and why it’s so hard to fix, MIT Technology Review, February 4.
- Hulpus, I., Hayes, C., Fradinho, M. O., 2014. A framework for personalized learning-plan recommendations in game-based learning, Recommender Systems for Technology Enhanced Learning, New York, NY, USA: Springer-Verlag, 99–122. DOI: 10.1007/978-1-4939-0530-0
- Imbeault, F., Bouchard, B., Bouzouane, A., 2011. Serious games in cognitive training for Alzheimer’s patients, in Proc. IEEE 1st Int. Conf. Serious Games Appl. Health, 1–8. DOI: 10.1109/SeGAH.2011.6165447
- Jepp, P., Fradinho, M., Pereira, J. M., 2010. An agent framework for a modular serious game, in Proc. 2nd Int. Conf. Games Virtual Worlds Serious Appl., 19–26. DOI: 10.1109/VS-GAMES.2010.25
- Keshtkar, F., Burkett, C., Graesser, A., Li H., 2012. Detecting players personality behavior with any effort of concealment, Computational Linguistics and Intelligent Text Processing, New York, NY, USA: Springer-Verlag, 502–514.
- Kim, J. M., Hill, R. W., Durlach, P. J., Lane, H. C., Forbell, E., Core, M., Marsella S., Pynadath D., Hart J., 2009. BiLAT: A Game-Based Environment for Practicing Negotiation in a Cultural Context, International Journal of Artificial Intelligence in Education, 19(3), 289–308.
- Kim, R., Kleiman-Weiner, M., Abeliuk, A., Awad, E., Dsouza, S., Tenenbaum, J. B., Rahwan, I., 2018. A computational model of commonsense moral decision making, in Proceedings of the 2018 AAAI/ACM Conference on AI, Ethics, and Society, AIES ’18, (New York, NY, USA), 197–203, Association for Computing Machinery.
- Koivisto, J., Hamari, J., 2019. The rise of motivational information systems: A review of gamification research. International Journal of Information Management, 45, 191–210.
- Lämsä, J., Hämäläinen, R., Aro, M., Koskimaa, R., Äyrämö, S.M., 2018. Games for enhancing basic reading and maths skills: A systematic review of educational game design in supporting learning by people with learnin disabilities, British Journal of Educational Technology 49596–607, DOI: 10.1111/bjet.12639.
- Lilly, J., Warnes, M., 2009. Designing mobile games for learning: The mGBL approach in: Serious Games on the Move, O. Petrovic, A. Brand, Eds., New York, NY, USA: Springer-Verlag, 3–25.
- Lin, C. F., Yeh, Y. C., Hung, Y. H., Chang, R. I., 2013. Data mining for providing a personalized learning path in creativity: An application of decision trees, Computers and Education, 68, 199–210, DOI: 10.1016/j.compedu.2013.05.009
- Martín, A.C.U., Aznar, C.T., 2017. Meaningful learning in business through serious games, Intangible Capital, 13(4), 805–823. DOI: 10.3926/ic.936
- Matuszny, M., 2020, Building decision trees based on production knowledge as support in decision-making process. Production Engineering Archives, 26(2), 36-40. DOI: 10.30657/pea.2020.26.08.
- Mautone, T., Spiker, V.A., Karp, M.R., 2008. Using serious game technologyto improve air crew training in: Interservice/IndustryTraining,Simula-tionand EducationConference, 8184.URL:https://www.interplaylearning.com/hubfs/Blog/Case%20Studies/Using%20Serious%20Game%20Technology%20to%20Improve%20Aircrew%20Training%20(1).pdf.
- Mayer, R. E., 2019. Computer games in education. Annual Review of Psychology. 70, 531–49. DOI: 10.1146/annurev-psych-010418-102744.
- Messaadia, M., Bufardi, A., Le Duigou, J., Szigeti, H., Eynard, B., Kiritsis, D., 2012. Applying Serious Games in Lean Manufacturing Training. In: C. Emmanouilidis, M. Taisch, D. Kiritsis (Eds.): APMS, Part I, IFIP AICT 397, 558–565, 2013.
- Millington, I., Funge, J. D., 2009. Artificial Intelligence for Games, London, U.K.: Taylor & Francis, DOI: 10.1201/9781315375229
- Muñoz, K., Mc Kevitt, P., Lunney, T., Noguez, J., Neri, L., 2010. PlayPhysics: An emotional games learning environment for teaching physics in: Knowledge Science, Engineering and Management 4th International Conference, KSEM 2010, Belfast, Northern Ireland, UK, 400–411, DOI: 10.1007/978-3-642-15280-1
- Nele Fee Bonn, 2023. The impact of integrating Artificial Intelligence into the video games industry. DA234X Advanced Degree Project in Computer Science and Engineering, specializing in Media Management, KTH Royal Institute of Technology, Stockholm, Sweden.
- Oliveira, M., Cerinsek, G., Duin, H., Taisch, M., 2013. Serious Gaming in Manufacturing Education Manuel M. Ma et al. (Eds.), SGDA, LNCS 8101, 130–144, Springer-Verlag Berlin.
- Pérez J., Castro Ponce M., López G., 2023. Serious Games and AI: Challenges and Opportunities for Computational Social Science, Research Gate, January, DOI: 10.1109/ACCESS.2023.3286695
- Pirovano, M., Mainetti, R., Baud-Bovy, G., Lanzi, P.L., Borghese, N.A., 2012. Self-adaptive games for rehabilitation at home, in Proc. IEEE Conf. Comput. Intell. Games, 179–186. DOI:10.1109/CIG.2012.6374154
- Qu, C., Brinkman, W., Wiggers, P., Heynderickx, I., 2013. The effect of priming pictures and videos on a question–answer dialog scenario in a virtual environment, Presence, 22(2), 91-109. DOI: 10.1162/PRES_a_00143
- Raybourn, E. M., Fabian, N., Tucker, E., Willis, M., 2010. Beyond game effectiveness Part II: A qualitative study of multi-role experiential learning, in Proc. Interservice/Industry Training Simul. Educ. Conf., No. 10015.
- Ritterfeld, U., Cody, M., Vorderer, P. (edit.), 2009. Mechanisms and effects, in: Serious games, Routledge, New York. DOI: 10.4324/9780203891650
- Sehaba, K., Hussaan, A. M., 2013. GOALS: Generator of adaptive learning scenarios, Int. J. Learn. Technol., 8(3), 224–245, DOI: 10.1504/IJLT.2013.057061
- Su, P-H., Wang, Y-B., Yu, T-H., Lee, L-S., 2013. A dialogue game framework with personalized training using reinforcement learning for computer-assisted language learning, in Proc. IEEE Int. Conf. Acoust. Speech Signal Process, 8213–8217.
- Sukajaya, I. N., Nugroho, S. M., Hariadi, M., Purnama, I.K.E., 2012. Multi-parameter dynamic difficulty game’s scenario using Box-Muller of Gaussian distribution, in Proc. IEEE 7th Int. Conf. Comput. Sci. Educ., 1666–1671. DOI: 10.1109/ICCSE.2012.6295384
- Terelak-Tymczyna, A., Biniek, A., Nowak, M., 2019. The Use of Simulation Games in Teaching Lean Manufacturing, Hamrol A. et al. (Eds.): Advances in Manufacturing II, 2, LNME, 358–369, DOI: 10.1007/978-3-030-18789-7_3
- Tokac, U., Novak, E., Thompson, C. G., 2019. Effects of game-based learning on students’ mathematics achievement: A meta-analysis. Journal of Computer Assisted Learning, 35(3), 407-420. DOI: 10.1111/jcal.12347.
- Tsai, F.H., Yu, K.C., Hsiao, H.S., 2012. Exploring the factors influencing learning effectiveness in digital game-based learning, Educ. Technol. Soc., 15(3), 240–250.
- Tseng, K.C., Wu, C.C., 2014. An expert fitness diagnosis system based on elastic cloud computing, The Science World Journal, DOI: 10.1155/2014/981207
- Varsha, P.S., 2023. How can we manage biases in artificial intelligence systems –Asystematic literature review, International Journal of Information Management Data Insights, 3, 100165. DOI: 10.1016/j.jjimei.2023. 100165
- Vidani, A.C., Chittaro, L., 2009. Using a task modeling formalism in the design of serious games for emergency medical procedures in Proc. IEEE Conf. Games Virtual Worlds Serious Appl., 95–102, DOI: 10.1088/1742-6596/1830/1/012001
- Wachnik, B., 2022. Analysis of the use of artificial intelligence in the management of Industry 4.0 projects. The perspective of Polish industry. Production Engineering Archives, 28(1), 56-63, DOI: 10.30657/pea. 2022.28.07
- Ward, A., McKeown, M., Utay, C., Medvedeva, O., Crowley, R., 2012. Interactive stories and motivation to read in the raft dyslexia fluency tutor, in: Intelligent Virtual Agents, Nakano Y., Neff M., Paiva A., Walker M. (Eds.) New York, NY, USA: Springer-Verlag, 260–267. DOI: 10.1007/978-3-642-33197-8
- Wattanasoontorn, V., Boada, I., Blavi, C., Sbert, M., 2012. The framework of a life support simulation application, Procedia Comput. Sci., 15, 293–294, DOI: 10.1016/j.procs.2012.10.083
- Wijman, T., Global games market report, tech. rep., NewZoo.com, 2020. Wijman, T., 2021. The Games Market in 2022: The Year in Numbers, article, NewZoo.com.
- Wilson, K., Korn, J., H., 2007, Attention During Lectures: Beyond Ten Minutes, Teaching of Psychology, 34(2), 85-89. DOI: 10.1080/00986 280701291291
- Yannakakis, G. N., Togelius, J., 2018. Artificial intelligence and games, 2, Springer.
- Zhang, L., Wade, J. W., Bian, D., Swanson, A., Warren, Z., Sarkar, N., 2014. Data fusion for difficulty adjustment in an adaptive virtual reality game system for autism intervention, in Proc. HCI Int. Posters Extended Abstracts, 648–652.
- Zhonggen, Y., 2019. A Meta-Analysis of Use of Serious Games in Education over a Decade, in: International Journal of Computer Games Technology, e4797032, Publisher: Hindawi.
Language: English
Page range: 106 - 115
Submitted on: Jul 9, 2024
Accepted on: Dec 11, 2024
Published on: Feb 28, 2025
Published by: Quality and Production Managers Association
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year
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© 2025 Joanna Gąbka, Krzysztof Przybyś, published by Quality and Production Managers Association
This work is licensed under the Creative Commons Attribution 4.0 License.