title: A model of learning task-specific knowledge for a new task creator: Taatgen, Niels A. subject: Cognitive Psychology subject: Artificial Intelligence subject: Machine Learning description: In this paper I will present a detailed ACT-R model of how the task-specific knowledge for a new, complex task is learned. The model is capable of acquiring its knowledge through experience, using a declarative representation that is gradually compiled into a procedural representation. The model exhibits several characteristics that concur with FittÂ’s theory of skill learning, and can be used to show that individual differences in working memory capacity initially have a large impact on performance, but that this impact diminished after sufficient experience. Some preliminary experimental data support these findings. date: 1999 type: Conference Paper type: NonPeerReviewed format: application/pdf identifier: http://cogprints.org/799/3/prepubsTCW-99-4.pdf identifier: Taatgen, Niels A. (1999) A model of learning task-specific knowledge for a new task. [Conference Paper] (Unpublished) relation: http://cogprints.org/799/