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

被引:8
|
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 50 条
  • [31] Adaptive tuning of human learning and choice variability to unexpected uncertainty
    Lee, Junseok K.
    Rouault, Marion
    Wyart, Valentin
    SCIENCE ADVANCES, 2023, 9 (13)
  • [33] Investment valuation of natural tourist attractions under the uncertainty of multiple unexpected events: an ROV method
    Guo, Chunfan
    Huang, Xiang
    Jia, Fansheng
    CURRENT ISSUES IN TOURISM, 2020, 23 (19) : 2440 - 2460
  • [34] Learning to Reason about Contextual Knowledge for Planning under Uncertainty
    Cui, Cheng
    Amiri, Saeid
    Ding, Yan
    Zhan, Xingyue
    Zhang, Shiqi
    UNCERTAINTY IN ARTIFICIAL INTELLIGENCE, 2023, 216 : 465 - 475
  • [35] The impact of travel time information on travelers' learning under uncertainty
    Avineri, Erel
    Prashker, Joseph N.
    TRANSPORTATION, 2006, 33 (04) : 393 - 408
  • [36] Land development and preservation over time and under uncertainty: a review and a research agenda
    Batabyal, AA
    ECOLOGICAL ECONOMICS, 1998, 25 (03) : 233 - 238
  • [37] The Impact of Travel Time Information on Travelers’ Learning under Uncertainty
    Erel Avineri
    Joseph N. Prashker
    Transportation, 2006, 33 : 393 - 408
  • [38] Biomass supply chain network design under uncertainty, risk and resilience: A systematic literature review
    Gital, Yesim
    Bilgen, Bilge
    COMPUTERS & INDUSTRIAL ENGINEERING, 2024, 193
  • [39] Flexible structure learning under uncertainty
    Wang, Rui
    Gates, Vael
    Shen, Yuan
    Tino, Peter
    Kourtzi, Zoe
    FRONTIERS IN NEUROSCIENCE, 2023, 17
  • [40] Multi-objective optimization for rapid and robust optimal oilfield development under geological uncertainty
    Chang, Yuqing
    Bouzarkouna, Zyed
    Devegowda, Deepak
    COMPUTATIONAL GEOSCIENCES, 2015, 19 (04) : 933 - 950