Literature DB >> 31104816

Affect and Decision Making: Insights and Predictions from Computational Models.

Ian D Roberts1, Cendri A Hutcherson2.   

Abstract

In recent years interest in integrating the affective and decision sciences has skyrocketed. Immense progress has been made, but the complexities of each field, which can multiply when combined, present a significant obstacle. A carefully defined framework for integration is needed. The shift towards computational modeling in decision science provides a powerful basis and a path forward, but one whose synergistic potential will only be fully realized by drawing on the theoretical richness of the affective sciences. Reviewing research using a popular computational model of choice (the drift diffusion model), we discuss how mapping concepts to parameters reduces conceptual ambiguity and reveals novel hypotheses.
Copyright © 2019 Elsevier Ltd. All rights reserved.

Entities:  

Keywords:  choice; computational parameters; drift diffusion models; emotion

Year:  2019        PMID: 31104816      PMCID: PMC6876751          DOI: 10.1016/j.tics.2019.04.005

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


  93 in total

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Authors:  Amit Etkin; Christian Büchel; James J Gross
Journal:  Nat Rev Neurosci       Date:  2015-11       Impact factor: 34.870

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Journal:  Emotion       Date:  2010-10

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Authors:  Heini Saarimäki; Athanasios Gotsopoulos; Iiro P Jääskeläinen; Jouko Lampinen; Patrik Vuilleumier; Riitta Hari; Mikko Sams; Lauri Nummenmaa
Journal:  Cereb Cortex       Date:  2015-04-29       Impact factor: 5.357

Review 4.  The Situated Inference Model: An Integrative Account of the Effects of Primes on Perception, Behavior, and Motivation.

Authors:  Chris Loersch; B Keith Payne
Journal:  Perspect Psychol Sci       Date:  2011-05

5.  A computational and neural model of momentary subjective well-being.

Authors:  Robb B Rutledge; Nikolina Skandali; Peter Dayan; Raymond J Dolan
Journal:  Proc Natl Acad Sci U S A       Date:  2014-08-04       Impact factor: 11.205

6.  How does the emotional experience evolve? Feeling generation as evidence accumulation.

Authors:  Ella Givon; Ayelet Itzhak-Raz; Anat Karmon-Presser; Gal Danieli; Nachshon Meiran
Journal:  Emotion       Date:  2019-03-07

7.  Cognitive regulation alters social and dietary choice by changing attribute representations in domain-general and domain-specific brain circuits.

Authors:  Anita Tusche; Cendri A Hutcherson
Journal:  Elife       Date:  2018-05-29       Impact factor: 8.140

8.  Interoceptive ability predicts aversion to losses.

Authors:  Peter Sokol-Hessner; Catherine A Hartley; Jeffrey R Hamilton; Elizabeth A Phelps
Journal:  Cogn Emot       Date:  2014-06-11

9.  Enhanced Risk Aversion, But Not Loss Aversion, in Unmedicated Pathological Anxiety.

Authors:  Caroline J Charpentier; Jessica Aylward; Jonathan P Roiser; Oliver J Robinson
Journal:  Biol Psychiatry       Date:  2016-12-16       Impact factor: 13.382

10.  The Sustained Influence of an Error on Future Decision-Making.

Authors:  Björn C Schiffler; Sara L Bengtsson; Daniel Lundqvist
Journal:  Front Psychol       Date:  2017-06-29
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  6 in total

1.  Identifying the neural dynamics of category decisions with computational model-based functional magnetic resonance imaging.

Authors:  Emily M Heffernan; Juliana D Adema; Michael L Mack
Journal:  Psychon Bull Rev       Date:  2021-05-07

2.  Time to Pay Attention? Information Search Explains Amplified Framing Effects Under Time Pressure.

Authors:  Ian D Roberts; Yi Yang Teoh; Cendri A Hutcherson
Journal:  Psychol Sci       Date:  2021-12-03

3.  Self-judgment dissected: A computational modeling analysis of self-referential processing and its relationship to trait mindfulness facets and depression symptoms.

Authors:  Peter F Hitchcock; Willoughby B Britton; Kahini P Mehta; Michael J Frank
Journal:  Cogn Affect Behav Neurosci       Date:  2022-09-27       Impact factor: 3.526

Review 4.  Neurocomputational models of altruistic decision-making and social motives: Advances, pitfalls, and future directions.

Authors:  Anita Tusche; Lisa M Bas
Journal:  Wiley Interdiscip Rev Cogn Sci       Date:  2021-08-02

5.  A computational reward learning account of social media engagement.

Authors:  Björn Lindström; Martin Bellander; David T Schultner; Allen Chang; Philippe N Tobler; David M Amodio
Journal:  Nat Commun       Date:  2021-02-26       Impact factor: 14.919

6.  Diffusion model-based understanding of subliminal affective priming in continuous flash suppression.

Authors:  Minchul Kim; Jeeyeon Kim; Jaejoong Kim; Bumseok Jeong
Journal:  Sci Rep       Date:  2021-06-01       Impact factor: 4.379

  6 in total

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