A Censored Mixture Model for Modeling Risk Taking.
Columbia Card Task
Generation R Study
censoring
finite mixtures
multiple inflated model
Journal
Psychometrika
ISSN: 1860-0980
Titre abrégé: Psychometrika
Pays: United States
ID NLM: 0376503
Informations de publication
Date de publication:
09 2022
09 2022
Historique:
received:
10
02
2020
accepted:
30
12
2021
revised:
23
12
2021
pubmed:
11
2
2022
medline:
9
9
2022
entrez:
10
2
2022
Statut:
ppublish
Résumé
Risk behavior has substantial consequences for health, well-being, and general behavior. The association between real-world risk behavior and risk behavior on experimental tasks is well documented, but their modeling is challenging for several reasons. First, many experimental risk tasks may end prematurely leading to censored observations. Second, certain outcome values can be more attractive than others. Third, a priori unknown groups of participants can react differently to certain risk-levels. Here, we propose the censored mixture model which models risk taking while dealing with censoring, attractiveness to certain outcomes, and unobserved individual risk preferences, next to experimental conditions.
Identifiants
pubmed: 35143016
doi: 10.1007/s11336-021-09839-1
pii: 10.1007/s11336-021-09839-1
pmc: PMC9433365
doi:
Types de publication
Journal Article
Research Support, Non-U.S. Gov't
Langues
eng
Sous-ensembles de citation
IM
Pagination
1103-1129Informations de copyright
© 2022. The Author(s).
Références
J Clin Epidemiol. 1995 Oct;48(10):1225-33
pubmed: 7561984
J Exp Psychol Learn Mem Cogn. 2009 May;35(3):709-30
pubmed: 19379045
Trends Cogn Sci. 2011 Jan;15(1):11-9
pubmed: 21130018
Eur J Neurosci. 2013 Dec;38(12):3778-85
pubmed: 24124667
Neuropsychology. 2005 May;19(3):267-77
pubmed: 15910113
Eur J Epidemiol. 2016 Dec;31(12):1243-1264
pubmed: 28070760
Psychol Rev. 2005 Oct;112(4):862-80
pubmed: 16262471
J Exp Psychol Learn Mem Cogn. 2008 Jan;34(1):167-85
pubmed: 18194061
Brain Imaging Behav. 2014 Dec;8(4):517-30
pubmed: 24242358
Exp Econ. 2021;24(2):593-616
pubmed: 34776759
J Abnorm Child Psychol. 2020 Sep;48(9):1129-1141
pubmed: 32607755
Exp Clin Psychopharmacol. 2003 Feb;11(1):26-33
pubmed: 12622341
J Exp Psychol Appl. 2002 Jun;8(2):75-84
pubmed: 12075692
Exp Clin Psychopharmacol. 2008 Dec;16(6):555-64
pubmed: 19086776
Cognition. 1994 Apr-Jun;50(1-3):7-15
pubmed: 8039375
Nat Hum Behav. 2017 Nov;1(11):803-809
pubmed: 31024120
Psychol Aging. 2019 Nov;34(7):1005-1020
pubmed: 31580088
J Neurosci. 1999 Oct 15;19(20):9029-38
pubmed: 10516320
Span J Psychol. 2015 Nov 20;18:E89
pubmed: 26584943