Expecting the unexpected: a review of learning under uncertainty across development

被引:9
作者
Topel, Selin [1 ,2 ]
Ma, Ili [1 ,2 ]
Sleutels, Jan [1 ,3 ]
van Steenbergen, Henk [1 ,2 ]
de Bruijn, Ellen R. A. [1 ,2 ]
van Duijvenvoorde, Anna C. K. [1 ,2 ]
机构
[1] Leiden Univ, Inst Psychol, Wassenaarseweg 52, NL-2333 AK Leiden, Netherlands
[2] Leiden Inst Brain & Cognit, Leiden, Netherlands
[3] Leiden Univ, Inst Philosophy, Leiden, Netherlands
基金
美国国家科学基金会;
关键词
Adolescence; Uncertainty; Volatility; Stochasticity; Learning; Decision-making; DECISION-MAKING; SOCIAL REORIENTATION; PREDICTION ERROR; ADOLESCENT BRAIN; PEER INFLUENCE; REWARD; BEHAVIOR; ANXIETY; NOISE; RISK;
D O I
10.3758/s13415-023-01098-0
中图分类号
B84 [心理学]; C [社会科学总论]; Q98 [人类学];
学科分类号
03 ; 0303 ; 030303 ; 04 ; 0402 ;
摘要
Many of our decisions take place under uncertainty. To successfully navigate the environment, individuals need to estimate the degree of uncertainty and adapt their behaviors accordingly by learning from experiences. However, uncertainty is a broad construct and distinct types of uncertainty may differentially influence our learning. We provide a semi-systematic review to illustrate cognitive and neurobiological processes involved in learning under two types of uncertainty: learning in environments with stochastic outcomes, and with volatile outcomes. We specifically reviewed studies (N = 26 studies) that included an adolescent population, because adolescence is a period in life characterized by heightened exploration and learning, as well as heightened uncertainty due to experiencing many new, often social, environments. Until now, reviews have not comprehensively compared learning under distinct types of uncertainties in this age range. Our main findings show that although the overall developmental patterns were mixed, most studies indicate that learning from stochastic outcomes, as indicated by increased accuracy in performance, improved with age. We also found that adolescents tended to have an advantage compared with adults and children when learning from volatile outcomes. We discuss potential mechanisms explaining these age-related differences and conclude by outlining future research directions.
引用
收藏
页码:718 / 738
页数:21
相关论文
共 107 条
[41]   Social learning across adolescence: A Bayesian neurocognitive perspective [J].
Hofmans, Lieke ;
van den Bos, Wouter .
DEVELOPMENTAL COGNITIVE NEUROSCIENCE, 2022, 58
[42]   Neural signatures of economic preferences for risk and ambiguity [J].
Huettel, SA ;
Stowe, CJ ;
Gordon, EM ;
Warner, BT ;
Platt, ML .
NEURON, 2006, 49 (05) :765-775
[43]   Risky Decision Making From Childhood Through Adulthood: Contributions of Learning and Sensitivity to Negative Feedback [J].
Humphreys, Kathryn L. ;
Telzer, Eva H. ;
Flannery, Jessica ;
Goff, Bonnie ;
Gabard-Durnam, Laurel ;
Gee, Dylan G. ;
Lee, Steve S. ;
Tottenham, Nim .
EMOTION, 2016, 16 (01) :101-109
[44]   Adolescents Adapt More Slowly than Adults to Varying Reward Contingencies [J].
Javadi, Amir Homayoun ;
Schmidt, Dirk H. K. ;
Smolka, Michael N. .
JOURNAL OF COGNITIVE NEUROSCIENCE, 2014, 26 (12) :2670-2681
[45]   Adolescence as a unique developmental period [J].
Jaworska, Natalia ;
MacQueen, Glenda .
JOURNAL OF PSYCHIATRY & NEUROSCIENCE, 2015, 40 (05) :291-293
[46]   Impaired learning to dissociate advantageous and disadvantageous risky choices in adolescents [J].
Jepma, Marieke ;
Schaaf, Jessica, V ;
Visser, Ingmar ;
Huizenga, Hilde M. .
SCIENTIFIC REPORTS, 2022, 12 (01)
[47]   Uncertainty-driven regulation of learning and exploration in adolescents: A computational account [J].
Jepma, Marieke ;
Schaaf, Jessica V. ;
Visser, Ingmar ;
Huizenga, Hilde M. .
PLOS COMPUTATIONAL BIOLOGY, 2020, 16 (09)
[48]   Adolescent-specific patterns of behavior and neural activity during social reinforcement learning [J].
Jones, Rebecca M. ;
Somerville, Leah H. ;
Li, Jian ;
Ruberry, Erika J. ;
Powers, Alisa ;
Mehta, Natasha ;
Dyke, Jonathan ;
Casey, B. J. .
COGNITIVE AFFECTIVE & BEHAVIORAL NEUROSCIENCE, 2014, 14 (02) :683-697
[49]   Functional brain network reconfiguration during learning in a dynamic environment [J].
Kao, Chang-Hao ;
Khambhati, Ankit N. ;
Bassett, Danielle S. ;
Nassar, Matthew R. ;
McGuire, Joseph T. ;
Gold, Joshua, I ;
Kable, Joseph W. .
NATURE COMMUNICATIONS, 2020, 11 (01)
[50]   The Epidemiology of Depression Across Cultures [J].
Kessler, Ronald C. ;
Bromet, Evelyn J. .
ANNUAL REVIEW OF PUBLIC HEALTH, VOL 34, 2013, 34 :119-138