The role of (bounded) optimization in theory testing and prediction.

Journal: The Behavioral and brain sciences
PMID:

Abstract

We argue that a radically increased emphasis on (bounded) optimality can contribute to cognitive science by supporting prediction. Bounded optimality (computational rationality), an idea that borrowed from artificial intelligence, supports a priori behavioral prediction from constrained generative models of cognition. Bounded optimality thereby addresses serious failings with the logic and testing of descriptive models of perception and action.

Authors

  • Andrew Howes
    School of Computer Science,University of Birmingham,Edgbaston,Birmingham B15 3TT,United Kingdom.HowesA@bham.ac.ukhttps://www.cs.bham.ac.uk/~howesa/.
  • Richard L Lewis
    Department of Psychology,University of Michigan,Ann Arbor,MI 48109.rickl@umich.eduhttp://www-personal.umich.edu/~rickl/.