2022 · 10 citations · 38 references
Social SciencesHuman DevelopmentPsychologyChild DevelopmentDevelopmental PsychologyLifespan DevelopmentBehavioral Decision-makingChoice Under UncertaintyEarly ChildhoodExploration-exploitation TradeoffNovelty SeekingProspect TheoryAge-related Decision Making DifferencesDecision-making Under Social UncertaintyDevelopmental Changes In ExplorationExplorationLearning In Decision-makingNoveltyNovelty And ChoiceReward Uncertainty
Across the lifespan, individuals frequently choose between exploiting known rewarding options or exploring unknown alternatives. A large body of work has suggested that children may explore more than adults. However, because novelty and reward uncertainty are often correlated, it is unclear how they differentially influence decision making across development. Here, children, adolescents, and adults (ages 8 - 27 years, N = 122) completed an adapted version of a recently developed value-guided decision-making task (Cockburn et al., 2022) that decouples novelty and uncertainty. In line with prior studies, we found that exploration decreased with increasing age. Critically, participants of all ages demonstrated a similar bias to select choice options with greater novelty, whereas aversion to reward uncertainty increased into adulthood. Computational modeling of participant choices revealed that whereas adolescents and adults demonstrated attenuated uncertainty aversion for more novel choice options, children’s choices were not influenced by reward uncertainty.
38
R: A Language and Environment for Statistical Computing
R Core Team · 2000 · 353K citations · Full text
Natural Sciences, Computer Science, Statistical Computing +10
Reinforcement Learning: An Introduction
Richard S. Sutton, Andy Barto · IEEE Transactions on Neural Networks · 1998 · 27.1K citations
Neural Representation of Subjective Value Under Risk and Ambiguity
Ifat Levy, Jason Snell, Amy J. Nelson et al. · Journal of Neurophysiology · 2009 · 524 citations