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UCSC-SOE-11-13: An Inclusive Taxonomy of Player Modeling

Adam M. Smith, Chris Lewis, Kenneth Hullett, Gillian Smith, Anne Sullivan
05/03/2011 09:00 AM
Computer Science
"Player modeling" is a loose concept. It can equally apply to everything from a predictive model of player actions resulting from machine learning to a designer's description of a player's expected reactions in response to some piece of game content. This lack of a precise terminology prevents practitioners from quickly finding introductions to applicable modeling methods or determining viable alternatives to their own techniques. We introduce a vocabulary that distinguishes between the major existing player modeling applications and techniques. Four independent facets define the kind for a model: the scope of application, the purpose of use, the domain of modeled details, and the source of a model's derivation or motivation. This vocabulary allows the identification of relevant player modeling methods for particular problems and clarifies the roles that a player model can take. It is intended to be a general vocabulary, applicable to all game genres and research approaches.