Analyzing player behavior in pacman using feature-driven decision theoretic predictive modeling. Cowley, B., Charles, D., Black, M., & Hickey, R. In Proceedings of the 5th international conference on Computational Intelligence and Games, pages 170–177, International, 2009. IEEE Press. abstract bibtex We describe the results of a modeling methodology that combines the formal choice-system representation of decision theory with a human player-focused description of the behavioral features of game play in Pacman. This predictive player modeler addresses issues raised in previous work [1] and [2], to produce reliable accuracy. This paper focuses on using player-centric knowledge to reason about player behavior, utilizing a set of features which describe game-play to obtain quantitative data corresponding to qualitative behavioral concepts.
@inproceedings{cowley_analyzing_2009,
address = {International},
title = {Analyzing player behavior in pacman using feature-driven decision theoretic predictive modeling},
abstract = {We describe the results of a modeling methodology that combines the formal choice-system representation of decision theory with a human player-focused description of the behavioral features of game play in Pacman. This predictive player modeler addresses issues raised in previous work [1] and [2], to produce reliable accuracy. This paper focuses on using player-centric knowledge to reason about player behavior, utilizing a set of features which describe game-play to obtain quantitative data corresponding to qualitative behavioral concepts.},
language = {English},
booktitle = {Proceedings of the 5th international conference on {Computational} {Intelligence} and {Games}},
publisher = {IEEE Press},
author = {Cowley, Benjamin and Charles, Darryl and Black, Michaela and Hickey, Ray},
year = {2009},
keywords = {A4, Conference, peer reviewed},
pages = {170--177},
}
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