Abstract
Because of Google Play and App Store, today numerous different games are offered to every smartphone user. This diversity in supply is undoubtedly a good thing, but it also virtually disables users to find games they would like to play. However, it was shown that users tend to spend more money on purchasing recommended games when these recommendations are done using personal recommenders. In this paper we present an agent-based recommender for mobile platforms in which recommendations are made taking into account user game experience. Inputs for our recommender, which are collected both inside and outside the games, are stored in a semantic database. Based on collected information, user and game profiles are made that are then used in our recommendation algorithm. The focus of the paper is on how to do the implementation of the proposed system in real-world environments and obtain all the necessary data and how to make recommendations based on generated user and game profiles.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
Similar content being viewed by others
References
Pripuzic, K., Zarko, I., Podobnik, V., Lovrek, I., Cavka, M., Petkovic, I., Stulic, P., Gojceta, M.: Building an IPTV VoD Recommender System: An Experience Report. In: Proceedings of the 12th International Conference on Telecommunications, pp. 155–162 (2013)
Skocir, P., Marusic, L., Marusic, M., Petric, A.: The MARS – A Multi-Agent Recommendation System for Games on Mobile Phones. In: Jezic, G., Kusek, M., Nguyen, N.-T., Howlett, R.J., Jain, L.C. (eds.) KES-AMSTA 2012. LNCS, vol. 7327, pp. 104–113. Springer, Heidelberg (2012)
Skocir, P., Jezic, G.: A Multi-Agent System for Games Trading on B2B Market Based on Users Skills and Preferences. In: Advanced Methods and Technologies for Agent and Multi-Agent Systems, pp. 303–312 (2013)
Oh, J., Kim, D., Lee, U., Lee, J.G., Song, J.: Facilitating Developer-user Interactions with Mobile App Review Digests. In: Proceedings of Extended Abstracts on Human Factors in Computing Systems, pp. 1809–1814 (2013)
Medler, B.: Using Recommendation Systems to Adapt Gameplay. In: Discoveries in Gaming and Computer-Mediated Simulations: New Interdisciplinary Applications, pp. 64–77 (2011)
Adomavicius, G., Tuzhilin, A.: Toward the Next Generation of Recommender Systems: A Survey of the State-of-the-art and Possible Extensions. IEEE Transactions on Knowledge and Data Engineering 17, 734–749 (2005)
Roh, J.H., Jin, S.: Personalized Advertisement Recommendation System Based on User Profile in the Smart Phone. In: Proceedings of the 14th International Conference on Advanced Communication Technology, pp. 1300–1303 (2012)
Jannach, D., Hegelich, K.: A Case Study on the Effectiveness of Recommendations in the Mobile Internet. In: Proceedings of the Third ACM Conference on Recommender Systems, pp. 205–208 (2009)
Costa-Montenegro, E., Barragans-Martinez, A., Rey-Lopez, M., Mikic-Fonte, F., Peleteiro-Ramallo, A.: Which App? A recommender System of Applications in Markets by Monitoring Users’ Interaction. In: Proceedings of the International Conference on Consumer Electronics, pp. 353–354 (2011)
Sorensen, D.R.: Recommending Games on Twitter. Master’s thesis, The Royal School of Library and Information Science, Copenhagen, Denmark (2013)
Shin, C., Hong, J.H., Dey, A.K.: Understanding and Prediction of Mobile Application Usage for Smart Phones. In: Proceedings of the ACM Conference on Ubiquitous Computing, pp. 173–182 (2012)
Böhmer, M., Hecht, B., Schöning, J., Krüger, A., Bauer, G.: Falling Asleep with Angry Birds, Facebook and Kindle: A Large Scale Study on Mobile Application Usage. In: Proceedings of the 13th International Conference on Human Computer Interaction with Mobile Devices and Services, pp. 47–56 (2011)
Yang, H.T., Chen, D.Y., Hong, Y.X., Chen, K.T.: Mobile Game Recommendation Using Touch Gestures. In: Proceedings of NetGames, pp. 1–6 (2013)
Gregory, J.: Game Engine Architecture. Taylor & Francis (2009)
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2014 Springer International Publishing Switzerland
About this paper
Cite this paper
Skočir, P., Bojić, I., Ježić, G. (2014). Implementation of Agent-Based Games Recommendation System on Mobile Platforms. In: Jezic, G., Kusek, M., Lovrek, I., J. Howlett, R., Jain, L. (eds) Agent and Multi-Agent Systems: Technologies and Applications. Advances in Intelligent Systems and Computing, vol 296. Springer, Cham. https://doi.org/10.1007/978-3-319-07650-8_8
Download citation
DOI: https://doi.org/10.1007/978-3-319-07650-8_8
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-07649-2
Online ISBN: 978-3-319-07650-8
eBook Packages: EngineeringEngineering (R0)