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

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,… Click to show full abstract

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.

Keywords: bounded optimality; role bounded; theory testing; bounded optimization; optimization theory; prediction

Journal Title: Behavioral and Brain Sciences
Year Published: 2018

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