Rumination Derails Reinforcement Learning With Possible Implications for Ineffective Behavior. (July 2022)
- Record Type:
- Journal Article
- Title:
- Rumination Derails Reinforcement Learning With Possible Implications for Ineffective Behavior. (July 2022)
- Main Title:
- Rumination Derails Reinforcement Learning With Possible Implications for Ineffective Behavior
- Authors:
- Hitchcock, Peter
Forman, Evan
Rothstein, Nina
Zhang, Fengqing
Kounios, John
Niv, Yael
Sims, Chris - Abstract:
- How does rumination affect reinforcement learning—the ubiquitous process by which people adjust behavior after error to behave more effectively in the future? In a within-subjects 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) but 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.
- Is Part Of:
- Clinical psychological science. Volume 10:Number 4(2022)
- Journal:
- Clinical psychological science
- Issue:
- Volume 10:Number 4(2022)
- Issue Display:
- Volume 10, Issue 4 (2022)
- Year:
- 2022
- Volume:
- 10
- Issue:
- 4
- Issue Sort Value:
- 2022-0010-0004-0000
- Page Start:
- 714
- Page End:
- 733
- Publication Date:
- 2022-07
- Subjects:
- rumination -- reinforcement learning -- adaptive behavior -- attention -- computational modeling -- computational psychiatry
Clinical psychology -- Periodicals
616.89 - Journal URLs:
- http://cpx.sagepub.com/ ↗
http://cpx.sagepub.com/content/by/year ↗
http://journals.sagepub.com/toc/CPX/current ↗
http://www.uk.sagepub.com ↗ - DOI:
- 10.1177/21677026211051324 ↗
- Languages:
- English
- ISSNs:
- 2167-7026
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 21649.xml