Simple cognitive modeling in a complex cognitive architecture

DD Salvucci, FJ Lee - Proceedings of the SIGCHI conference on Human …, 2003 - dl.acm.org
DD Salvucci, FJ Lee
Proceedings of the SIGCHI conference on Human factors in computing systems, 2003dl.acm.org
Cognitive modeling has evolved into a powerful tool for understanding and predicting user
behavior. Higher-level modeling frameworks such as GOMS and its variants facilitate fast
and easy model development but are sometimes limited in their ability to model detailed
user behavior. Lower-level cognitive architectures such as EPIC, ACT-R, and Soar allow for
greater precision and direct interaction with real-world systems but require significant
modeling training and expertise. In this paper we present a modeling framework, ACT …
Cognitive modeling has evolved into a powerful tool for understanding and predicting user behavior. Higher-level modeling frameworks such as GOMS and its variants facilitate fast and easy model development but are sometimes limited in their ability to model detailed user behavior. Lower-level cognitive architectures such as EPIC, ACT-R, and Soar allow for greater precision and direct interaction with real-world systems but require significant modeling training and expertise. In this paper we present a modeling framework, ACT-Simple, that aims to combine the advantages of both approaches to cognitive modeling. ACT-Simple embodies a "compilation" approach in which a simple description language is compiled down to a core lower-level architecture (namely ACT-R). We present theoretical justification and empirical validation of the usefulness of the approach and framework.
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