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MMOG Player Classification Using Hidden Markov Models
"... Abstract. In this paper, we describe our work on classification of players in Massively Multiplayer Online Games using Hidden Markov Models based on player action sequences. In our previous work, we have discussed a classification approach using a variant of Memory Based Reasoning based on player ac ..."
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Abstract. In this paper, we describe our work on classification of players in Massively Multiplayer Online Games using Hidden Markov Models based on player action sequences. In our previous work, we have discussed a classification approach using a variant of Memory Based Reasoning based on player action frequencies. That approach, however, does not exploit time structures hidden in action sequences of the players. The experimental results given in this paper show that Hidden Markov Models have higher recognition performance than our previous approach, especially for classification of players of different types but having similar action frequencies. 1
Scalable Agent-based Simulation of Players in Massively Multiplayer Online Games
- In Proceedings of the 8th Scandinavian Conference on Artificial Intelligence, Frontiers in Artificial Intelligence and Applications. IOS
, 2003
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Modelling Quest Data for Game Designers
"... As Massively Multiplayer Online Games gain popularity, there has been a concomitant increase in size and complexity, both technically and in terms of player usage. To understand the structures and dynamics of these complex environments, game designers need detailed visualisations that expose usage p ..."
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As Massively Multiplayer Online Games gain popularity, there has been a concomitant increase in size and complexity, both technically and in terms of player usage. To understand the structures and dynamics of these complex environments, game designers need detailed visualisations that expose usage patterns from gameplay data. This paper presents a quest data model devised to provide database support for evaluation tasks performed by designers of online role playing games. Categories and Subject Descriptors
