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Cowley, Ben, Charles, Darryl, Black, Michaela and Hickey, Raymond (2009) Analyzing player behavior in Pacman using feature-driven decision theoretic predictive modelling. In: IEEE Symposium on Computational Intelligence and Games 2009, Politecnico di Milano, Milan, Italy. UNSPECIFIED. 8 pp. [Conference contribution]
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URL: http://www.ieee-cig.org/cig-2009/Proceedings/proceedings/papers/cig2009_024e.pdf
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.
| Item Type: | Conference contribution (Paper) |
|---|---|
| Faculties and Schools: | Faculty of Computing & Engineering Faculty of Computing & Engineering > School of Computing and Information Engineering |
| Research Institutes and Groups: | Computer Science Research Institute Computer Science Research Institute > Information and Communication Engineering |
| ID Code: | 9221 |
| Deposited By: | Mr Raymond Hickey |
| Deposited On: | 01 Feb 2010 16:19 |
| Last Modified: | 24 Jun 2011 12:50 |
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