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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment

Large-Scale Cross-Game Player Behavior Analysis on Steam

February 1, 2023

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Authors

Rafet Sifa,Anders Drachen,Christian Bauckhage

Fraunhofer IAIS,Aalborg University,Fraunhofer IAIS


DOI:

10.1609/aiide.v11i1.12804


Abstract:

Behavioral game analytics has predominantly been confined to work on single games, which means that the cross-game applicability of current knowledge remains largely unknown. Here four experiments are presented focusing on the relationship between game ownership, time invested in playing games, and the players themselves, across more than 3000 games distributed by the Steam platform and over 6 million players, covering a total playtime of over 5 billion hours. Experiments are targeted at uncovering high-level patterns in the behavior of players focusing on playtime, using frequent itemset mining on game ownership, cluster analysis to develop playtime-dependent player profiles, correlation between user game rankings and, review scores, playtime and game ownership, as well as cluster analysis on Steam games. Within the context of playtime, the analyses presented provide unique insights into the behavior of game players as they occur across games, for example in how players distribute their time across games.

Topics: AIIDE

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HOW TO CITE:

Rafet Sifa,Anders Drachen,Christian Bauckhage Large-Scale Cross-Game Player Behavior Analysis on Steam Proceedings of the AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment (2015) 198-204.

Rafet Sifa,Anders Drachen,Christian Bauckhage Large-Scale Cross-Game Player Behavior Analysis on Steam AIIDE 2015, 198-204.

Rafet Sifa,Anders Drachen,Christian Bauckhage (2015). Large-Scale Cross-Game Player Behavior Analysis on Steam. Proceedings of the AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment, 198-204.

Rafet Sifa,Anders Drachen,Christian Bauckhage. Large-Scale Cross-Game Player Behavior Analysis on Steam. Proceedings of the AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment 2015 p.198-204.

Rafet Sifa,Anders Drachen,Christian Bauckhage. 2015. Large-Scale Cross-Game Player Behavior Analysis on Steam. "Proceedings of the AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment". 198-204.

Rafet Sifa,Anders Drachen,Christian Bauckhage. (2015) "Large-Scale Cross-Game Player Behavior Analysis on Steam", Proceedings of the AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment, p.198-204

Rafet Sifa,Anders Drachen,Christian Bauckhage, "Large-Scale Cross-Game Player Behavior Analysis on Steam", AIIDE, p.198-204, 2015.

Rafet Sifa,Anders Drachen,Christian Bauckhage. "Large-Scale Cross-Game Player Behavior Analysis on Steam". Proceedings of the AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment, 2015, p.198-204.

Rafet Sifa,Anders Drachen,Christian Bauckhage. "Large-Scale Cross-Game Player Behavior Analysis on Steam". Proceedings of the AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment, (2015): 198-204.

Rafet Sifa,Anders Drachen,Christian Bauckhage. Large-Scale Cross-Game Player Behavior Analysis on Steam. AIIDE[Internet]. 2015[cited 2023]; 198-204.


ISSN: 2334-0924


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