Abstract
This paper contributes to the emerging literature at the border between AI and cognitive neuroscience, analyzing the resource constraints that shape brain function. The brain is conceptualized as a set of areas that collaborate to perform complex cognitive tasks. Both (1) computation within individual areas and (2) communication between collaborating areas are viewed as resource-consuming activities. The efficient deployment of limited resources is formalized as a Linear Programming problem which the brain is hypothesized to solve on a moment-by-moment basis. A model of language processing is analyzed within this framework and found to exhibit resource utilization profiles consistent with those observed in functional neuroimaging studies of humans.
Original language | English (US) |
---|---|
Pages (from-to) | 611-616 |
Number of pages | 6 |
Journal | IJCAI International Joint Conference on Artificial Intelligence |
State | Published - Dec 1 2007 |