Huys, Quentin J.M.
- Review Article
Computational psychiatry aims to apply mathematical and computational techniques to help improve psychiatric care. To achieve this, the phenomena under scrutiny should be within the scope of formal methods. As emotions play an important role across many psychiatric disorders, such computational methods must encompass emotions. Here, we consider formal valuation accounts of emotions. We focus on the fact that the flexibility of emotional responses and the nature of appraisals suggest the need for a model-based valuation framework for emotions. However, resource limitations make plain model-based valuation impossible and require metareasoning strategies to apportion cognitive resources adaptively. We argue that emotions may implement such metareasoning approximations by restricting the range of behaviors and states considered. We consider the processes that guide the deployment of the approximations, discerning between innate, model-free, heuristic, and model-based controllers. A formal valuation and metareasoning framework may thus provide a principled approach to examining emotions Show more
Journal / seriesBiological psychiatry
Pages / Article No.
SubjectComputational psychiatry; Reinforcement learning; Emotions; Decision making; Emotion regulation; Model based
Organisational unit02631 - Institut für Biomedizinische Technik (IBT) / Institute for Biomedical Engineering (IBT)
03955 - Stephan, Klaas E.
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