Exploration, exploitation, and development: Developmental shifts in decision-making

被引:8
作者
Blanco, Nathaniel J. [1 ]
Sloutsky, Vladimir M. [1 ]
机构
[1] Ohio State Univ, Dept Psychol, 1835 Neil Ave, Columbus 43210, OH USA
关键词
SELECTIVE ATTENTION; CHILDREN; METACOGNITION; ALLOCATION; ADULTS; COSTS;
D O I
10.1111/cdev.14070
中图分类号
G44 [教育心理学];
学科分类号
0402 ; 040202 ;
摘要
Decision-making requires balancing exploration with exploitation, yet children are highly exploratory, with exploration decreasing with development. Less is known about what drives these changes. We examined the development of decision-making in 188 three- to eight-year-old children (M = 64 months; 98 girls) and 26 adults (M = 19 years; 13 women). Children were recruited from ethnically diverse suburban middle-class neighborhoods of Columbus, Ohio, USA. Results indicate that mature reward-based choices emerge relatively late in development, with children tending to over-explore. Computational modeling suggests that this exploration is systematic rather than random, as children tend to avoid repeating choices made on the previous trial. This pattern of exploration (reminiscent of novelty preference) decreased with development, whereas the tendency to exploit increased.
引用
收藏
页码:1287 / 1298
页数:12
相关论文
共 45 条
[1]   NEW LOOK AT STATISTICAL-MODEL IDENTIFICATION [J].
AKAIKE, H .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1974, AC19 (06) :716-723
[2]   The cost of selective attention in category learning: Developmental differences between adults and infants [J].
Best, Catherine A. ;
Yim, Hyungwook ;
Sloutsky, Vladimir M. .
JOURNAL OF EXPERIMENTAL CHILD PSYCHOLOGY, 2013, 116 (02) :105-119
[3]   Systematic exploration and uncertainty dominate young children's choices [J].
Blanco, Nathaniel J. ;
Sloutsky, Vladimir M. .
DEVELOPMENTAL SCIENCE, 2021, 24 (02)
[4]   Attentional mechanisms drive systematic exploration in young children [J].
Blanco, Nathaniel J. ;
Sloutsky, Vladimir M. .
COGNITION, 2020, 202
[5]   Adaptive Flexibility in Category Learning? Young Children Exhibit Smaller Costs of Selective Attention Than Adults [J].
Blanco, Nathaniel J. ;
Sloutsky, Vladimir M. .
DEVELOPMENTAL PSYCHOLOGY, 2019, 55 (10) :2060-2076
[6]   Children balance theories and evidence in exploration, explanation, and learning [J].
Bonawitz, Elizabeth Baraff ;
van Schijndel, Tessa J. P. ;
Friel, Daniel ;
Schulz, Laura .
COGNITIVE PSYCHOLOGY, 2012, 64 (04) :215-234
[7]   Immature frontal lobe contributions to cognitive control in children: Evidence from fMRI [J].
Bunge, SA ;
Dudukovic, NM ;
Thomason, ME ;
Vaidya, CJ ;
Gabrieli, JDE .
NEURON, 2002, 33 (02) :301-311
[8]   Structural and functional brain development and its relation to cognitive development [J].
Casey, BJ ;
Giedd, JN ;
Thomas, KM .
BIOLOGICAL PSYCHOLOGY, 2000, 54 (1-3) :241-257
[9]   An event-related potential study of selective auditory attention in children and adults [J].
Coch, D ;
Sanders, LD ;
Neville, HJ .
JOURNAL OF COGNITIVE NEUROSCIENCE, 2005, 17 (04) :605-622
[10]   Where science starts: Spontaneous experiments in preschoolers' exploratory play [J].
Cook, Claire ;
Goodman, Noah D. ;
Schulz, Laura E. .
COGNITION, 2011, 120 (03) :341-349