Literature DB >> 35935262

Rumination Derails Reinforcement Learning with Possible Implications for Ineffective Behavior.

Peter Hitchcock1, Evan Forman2, Nina Rothstein3, Fengqing Zhang2, John Kounios3, Yael Niv4, Chris Sims5.   

Abstract

How does rumination affect reinforcement learning-the ubiquitous process by which we adjust behavior after error in order to behave more effectively in the future? In a within-subject design (n=49), we tested whether experimentally manipulated rumination disrupts reinforcement learning in a multidimensional learning task previously shown to rely on selective attention. Rumination impaired performance, yet unexpectedly this impairment could not be attributed to decreased attentional breadth (quantified using a "decay" parameter in a computational model). Instead, trait rumination (between subjects) was associated with higher decay rates (implying narrower attention), yet not with impaired performance. Our task-performance results accord with the possibility that state rumination promotes stress-generating behavior in part by disrupting reinforcement learning. The trait-rumination finding accords with the predictions of a prominent model of trait rumination (the attentional-scope model). More work is needed to understand the specific mechanisms by which state rumination disrupts reinforcement learning.

Entities:  

Keywords:  Adaptive Behavior; Attention; Computational modeling; Computational psychiatry; Reinforcement learning; Rumination

Year:  2021        PMID: 35935262      PMCID: PMC9354806          DOI: 10.1177/21677026211051324

Source DB:  PubMed          Journal:  Clin Psychol Sci        ISSN: 2167-7034


  79 in total

1.  Rumination, negative cognition, and their interactive effects on depressed mood.

Authors:  Jeffrey A Ciesla; John E Roberts
Journal:  Emotion       Date:  2007-08

2.  A Roadmap for the Development of Applied Computational Psychiatry.

Authors:  Martin P Paulus; Quentin J M Huys; Tiago V Maia
Journal:  Biol Psychiatry Cogn Neurosci Neuroimaging       Date:  2016-09

3.  Does repetitive negative thinking affect attention? Differential effects of worry and rumination on attention to emotional stimuli.

Authors:  Elizabeth J Lewis; Ivan Blanco; Hannah Raila; Jutta Joormann
Journal:  Emotion       Date:  2019-02-04

4.  Self-perpetuating properties of dysphoric rumination.

Authors:  S Lyubomirsky; S Nolen-Hoeksema
Journal:  J Pers Soc Psychol       Date:  1993-08

5.  Default-mode and task-positive network activity in major depressive disorder: implications for adaptive and maladaptive rumination.

Authors:  J Paul Hamilton; Daniella J Furman; Catie Chang; Moriah E Thomason; Emily Dennis; Ian H Gotlib
Journal:  Biol Psychiatry       Date:  2011-04-03       Impact factor: 13.382

6.  Working Memory Load Strengthens Reward Prediction Errors.

Authors:  Anne G E Collins; Brittany Ciullo; Michael J Frank; David Badre
Journal:  J Neurosci       Date:  2017-03-20       Impact factor: 6.167

7.  Increased pupil dilation to angry faces predicts interpersonal stress generation in offspring of depressed mothers.

Authors:  Cope Feurer; Katie L Burkhouse; Greg Siegle; Brandon E Gibb
Journal:  J Child Psychol Psychiatry       Date:  2017-05-02       Impact factor: 8.982

8.  How Does Rumination Impact Cognition? A First Mechanistic Model.

Authors:  Marieke K van Vugt; Maarten van der Velde
Journal:  Top Cogn Sci       Date:  2018-01

9.  The Perseverative Thinking Questionnaire (PTQ): validation of a content-independent measure of repetitive negative thinking.

Authors:  Thomas Ehring; Ulrike Zetsche; Kathrin Weidacker; Karina Wahl; Sabine Schönfeld; Anke Ehlers
Journal:  J Behav Ther Exp Psychiatry       Date:  2010-12-21

10.  Sensitivity to reward and punishment in major depressive disorder: effects of rumination and of single versus multiple experiences.

Authors:  Anson J Whitmer; Michael J Frank; Ian H Gotlib
Journal:  Cogn Emot       Date:  2012-06-21
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