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Published on: December 5, 2014
A Skill-Based Approach to Modeling the Attentional Blink
Corné Hoekstra1, Sander Martens2, Niels A Taatgen1
1Bernoulli Institute for Mathematics, Computer Science, and Artificial Intelligence, University of Groningen.
Abstract:
People can often learn new tasks quickly. This is hard to explain with cognitive models because they either need extensive task-specific knowledge or a long training session. In this article, we try to solve this by proposing that task knowledge can be decomposed into skills. A skill is a task-independent set of knowledge that can be reused for different tasks. As a demonstration, we created an attentional blink model from the general skills that we extracted from models of visual attention and working memory. The results suggest that this is a feasible modeling method, which could lead to more generalizable models.

