Literature DB >> 22177032

Computational psychiatry.

P Read Montague1, Raymond J Dolan, Karl J Friston, Peter Dayan.   

Abstract

Computational ideas pervade many areas of science and have an integrative explanatory role in neuroscience and cognitive science. However, computational depictions of cognitive function have had surprisingly little impact on the way we assess mental illness because diseases of the mind have not been systematically conceptualized in computational terms. Here, we outline goals and nascent efforts in the new field of computational psychiatry, which seeks to characterize mental dysfunction in terms of aberrant computations over multiple scales. We highlight early efforts in this area that employ reinforcement learning and game theoretic frameworks to elucidate decision-making in health and disease. Looking forwards, we emphasize a need for theory development and large-scale computational phenotyping in human subjects.
Copyright © 2011 Elsevier Ltd. All rights reserved.

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Year:  2011        PMID: 22177032      PMCID: PMC3556822          DOI: 10.1016/j.tics.2011.11.018

Source DB:  PubMed          Journal:  Trends Cogn Sci        ISSN: 1364-6613            Impact factor:   20.229


  72 in total

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Journal:  Science       Date:  2005-04-01       Impact factor: 47.728

Review 3.  Biologically based computational models of high-level cognition.

Authors:  Randall C O'Reilly
Journal:  Science       Date:  2006-10-06       Impact factor: 47.728

Review 4.  Review. The incentive sensitization theory of addiction: some current issues.

Authors:  Terry E Robinson; Kent C Berridge
Journal:  Philos Trans R Soc Lond B Biol Sci       Date:  2008-10-12       Impact factor: 6.237

Review 5.  How to grow a mind: statistics, structure, and abstraction.

Authors:  Joshua B Tenenbaum; Charles Kemp; Thomas L Griffiths; Noah D Goodman
Journal:  Science       Date:  2011-03-11       Impact factor: 47.728

6.  Anterior cingulate cortex, error detection, and the online monitoring of performance.

Authors:  C S Carter; T S Braver; D M Barch; M M Botvinick; D Noll; J D Cohen
Journal:  Science       Date:  1998-05-01       Impact factor: 47.728

7.  Computing with neural circuits: a model.

Authors:  J J Hopfield; D W Tank
Journal:  Science       Date:  1986-08-08       Impact factor: 47.728

8.  Neural mechanisms of belief inference during cooperative games.

Authors:  Wako Yoshida; Ben Seymour; Karl J Friston; Raymond J Dolan
Journal:  J Neurosci       Date:  2010-08-11       Impact factor: 6.167

9.  Self responses along cingulate cortex reveal quantitative neural phenotype for high-functioning autism.

Authors:  Pearl H Chiu; M Amin Kayali; Kenneth T Kishida; Damon Tomlin; Laura G Klinger; Mark R Klinger; P Read Montague
Journal:  Neuron       Date:  2008-02-07       Impact factor: 17.173

Review 10.  A unified framework for addiction: vulnerabilities in the decision process.

Authors:  A David Redish; Steve Jensen; Adam Johnson
Journal:  Behav Brain Sci       Date:  2008-08       Impact factor: 21.357

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  234 in total

1.  The scylla and charybdis of neuroeconomic approaches to psychopathology.

Authors:  P Read Montague
Journal:  Biol Psychiatry       Date:  2012-07-15       Impact factor: 13.382

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Journal:  Hum Brain Mapp       Date:  2015-11-27       Impact factor: 5.038

Review 3.  Impulsivities and addictions: a multidimensional integrative framework informing assessment and interventions for substance use disorders.

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Journal:  Philos Trans R Soc Lond B Biol Sci       Date:  2019-02-18       Impact factor: 6.237

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5.  A computational analysis of flanker interference in depression.

Authors:  D G Dillon; T Wiecki; P Pechtel; C Webb; F Goer; L Murray; M Trivedi; M Fava; P J McGrath; M Weissman; R Parsey; B Kurian; P Adams; T Carmody; S Weyandt; K Shores-Wilson; M Toups; M McInnis; M A Oquendo; C Cusin; P Deldin; G Bruder; D A Pizzagalli
Journal:  Psychol Med       Date:  2015-03-02       Impact factor: 7.723

6.  Associability-modulated loss learning is increased in posttraumatic stress disorder.

Authors:  Vanessa M Brown; Lusha Zhu; John M Wang; B Christopher Frueh; Brooks King-Casas; Pearl H Chiu
Journal:  Elife       Date:  2018-01-09       Impact factor: 8.140

7.  Modeling subjective belief states in computational psychiatry: interoceptive inference as a candidate framework.

Authors:  Xiaosi Gu; Thomas H B FitzGerald; Karl J Friston
Journal:  Psychopharmacology (Berl)       Date:  2019-06-22       Impact factor: 4.530

8.  Computational substrates of norms and their violations during social exchange.

Authors:  Ting Xiang; Terry Lohrenz; P Read Montague
Journal:  J Neurosci       Date:  2013-01-16       Impact factor: 6.167

9.  Improving the Reliability of Computational Analyses: Model-Based Planning and Its Relationship With Compulsivity.

Authors:  Vanessa M Brown; Jiazhou Chen; Claire M Gillan; Rebecca B Price
Journal:  Biol Psychiatry Cogn Neurosci Neuroimaging       Date:  2020-01-13

10.  The drift diffusion model as the choice rule in reinforcement learning.

Authors:  Mads Lund Pedersen; Michael J Frank; Guido Biele
Journal:  Psychon Bull Rev       Date:  2017-08
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