• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

探索-开发决策的结构和发展。

The structure and development of explore-exploit decision making.

机构信息

Department of Psychology, University of Wisconsin - Madison, 1202 West Johnson Street, Madison, WI 53706, United States.

Department of Psychology, University of Wisconsin - Madison, 1202 West Johnson Street, Madison, WI 53706, United States.

出版信息

Cogn Psychol. 2024 May;150:101650. doi: 10.1016/j.cogpsych.2024.101650. Epub 2024 Mar 10.

DOI:10.1016/j.cogpsych.2024.101650
PMID:38461609
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11275514/
Abstract

A critical component of human learning reflects the balance people must achieve between focusing on the utility of what they know versus openness to what they have yet to experience. How individuals decide whether to explore new options versus exploit known options has garnered growing interest in recent years. Yet, the component processes underlying decisions to explore and whether these processes change across development remain poorly understood. By contrasting a variety of tasks that measure exploration in slightly different ways, we found that decisions about whether to explore reflect (a) random exploration that is not explicitly goal-directed and (b) directed exploration to purposefully reduce uncertainty. While these components similarly characterized the decision-making of both youth and adults, younger participants made decisions that were less strategic, but more exploratory and flexible, than those of adults. These findings are discussed in terms of how people adapt to and learn from changing environments over time.Data has been made available in the Open Science Foundation platform (osf.io).

摘要

人类学习的一个关键组成部分反映了人们必须在关注自己所知道的事物的实用性与对自己尚未经历的事物的开放性之间取得平衡。近年来,人们越来越关注个人决定是探索新选择还是利用已知选择,以及这些选择背后的成分过程。然而,探索决策的基础过程以及这些过程是否会随着发展而变化仍知之甚少。通过对比各种以略有不同的方式衡量探索的任务,我们发现,是否探索的决策反映了 (a) 没有明确目标导向的随机探索,以及 (b) 有目的减少不确定性的定向探索。虽然这些成分同样描述了年轻人和成年人的决策过程,但年轻参与者的决策比成年人的决策更具策略性,但更具探索性和灵活性。这些发现是根据人们如何随着时间的推移适应和从不断变化的环境中学习来讨论的。数据已经在开放科学基金会平台(osf.io)上提供。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bb7f/11275514/864736147365/nihms-1974103-f0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bb7f/11275514/ac48308acab7/nihms-1974103-f0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bb7f/11275514/864736147365/nihms-1974103-f0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bb7f/11275514/ac48308acab7/nihms-1974103-f0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bb7f/11275514/864736147365/nihms-1974103-f0002.jpg

相似文献

1
The structure and development of explore-exploit decision making.探索-开发决策的结构和发展。
Cogn Psychol. 2024 May;150:101650. doi: 10.1016/j.cogpsych.2024.101650. Epub 2024 Mar 10.
2
Development of directed and random exploration in children.儿童定向和随机探索的发展。
Dev Sci. 2021 Jul;24(4):e13095. doi: 10.1111/desc.13095. Epub 2021 Mar 8.
3
Sex differences in learning from exploration.从探索中学习的性别差异。
Elife. 2021 Nov 19;10:e69748. doi: 10.7554/eLife.69748.
4
A review on exploration-exploitation trade-off in psychiatric disorders.关于精神疾病中探索-利用权衡的综述。
BMC Psychiatry. 2025 Apr 26;25(1):420. doi: 10.1186/s12888-025-06837-w.
5
Charting the expansion of strategic exploratory behavior during adolescence.绘制青春期策略性探索行为的扩展图。
J Exp Psychol Gen. 2017 Feb;146(2):155-164. doi: 10.1037/xge0000250. Epub 2016 Dec 15.
6
Humans use directed and random exploration to solve the explore-exploit dilemma.人类利用有向探索和随机探索来解决探索与利用的两难困境。
J Exp Psychol Gen. 2014 Dec;143(6):2074-81. doi: 10.1037/a0038199. Epub 2014 Oct 27.
7
Novelty and uncertainty regulate the balance between exploration and exploitation through distinct mechanisms in the human brain.新颖性和不确定性通过人类大脑中的不同机制调节探索与开发之间的平衡。
Neuron. 2022 Aug 17;110(16):2691-2702.e8. doi: 10.1016/j.neuron.2022.05.025. Epub 2022 Jul 8.
8
Exploration versus exploitation decisions in the human brain: A systematic review of functional neuroimaging and neuropsychological studies.人类大脑中的探索与开发决策:功能神经影像学和神经心理学研究的系统综述。
Neuropsychologia. 2024 Jan 10;192:108740. doi: 10.1016/j.neuropsychologia.2023.108740. Epub 2023 Nov 29.
9
Dorsal-Ventral Reinforcement Learning Network Connectivity and Incentive-Driven Changes in Exploration.背腹侧强化学习网络连接性与探索中动机驱动的变化
J Neurosci. 2025 Apr 9;45(15):e0422242025. doi: 10.1523/JNEUROSCI.0422-24.2025.
10
Biases in the Explore-Exploit Tradeoff in Addictions: The Role of Avoidance of Uncertainty.成瘾中探索-利用权衡的偏差:避免不确定性的作用。
Neuropsychopharmacology. 2016 Mar;41(4):940-8. doi: 10.1038/npp.2015.208. Epub 2015 Jul 15.

引用本文的文献

1
Exploration is associated with socioeconomic disparities in learning and academic achievement in adolescence.探索与青少年学习和学业成绩方面的社会经济差异有关。
Nat Commun. 2025 Jul 9;16(1):6342. doi: 10.1038/s41467-025-61746-6.
2
A review on exploration-exploitation trade-off in psychiatric disorders.关于精神疾病中探索-利用权衡的综述。
BMC Psychiatry. 2025 Apr 26;25(1):420. doi: 10.1186/s12888-025-06837-w.

本文引用的文献

1
Developmental changes in exploration resemble stochastic optimization.探索过程中的发展变化类似于随机优化。
Nat Hum Behav. 2023 Nov;7(11):1955-1967. doi: 10.1038/s41562-023-01662-1. Epub 2023 Aug 17.
2
Humans adaptively resolve the explore-exploit dilemma under cognitive constraints: Evidence from a multi-armed bandit task.人类在认知限制下适应性地解决探索-利用困境:来自多臂赌博机任务的证据。
Cognition. 2022 Dec;229:105233. doi: 10.1016/j.cognition.2022.105233. Epub 2022 Jul 30.
3
Individuals with adverse childhood experiences explore less and underweight reward feedback.
经历过不良童年的个体探索较少,且体重过轻的奖励反馈。
Proc Natl Acad Sci U S A. 2022 Jan 25;119(4). doi: 10.1073/pnas.2109373119.
4
The dynamics of explore-exploit decisions reveal a signal-to-noise mechanism for random exploration.探索-利用决策的动态变化揭示了随机探索的一种信噪比机制。
Sci Rep. 2021 Feb 4;11(1):3077. doi: 10.1038/s41598-021-82530-8.
5
Development of directed and random exploration in children.儿童定向和随机探索的发展。
Dev Sci. 2021 Jul;24(4):e13095. doi: 10.1111/desc.13095. Epub 2021 Mar 8.
6
Lower neural value signaling in the prefrontal cortex is related to childhood family income and depressive symptomatology during adolescence.前额叶皮层的较低神经价值信号与儿童时期家庭收入和青少年时期的抑郁症状有关。
Dev Cogn Neurosci. 2021 Apr;48:100920. doi: 10.1016/j.dcn.2021.100920. Epub 2021 Jan 20.
7
The developmental trajectories of executive function from adolescence to old age.执行功能从青少年到老年的发展轨迹。
Sci Rep. 2021 Jan 14;11(1):1382. doi: 10.1038/s41598-020-80866-1.
8
Balancing exploration and exploitation with information and randomization.通过信息与随机化实现探索与利用的平衡。
Curr Opin Behav Sci. 2021 Apr;38:49-56. doi: 10.1016/j.cobeha.2020.10.001. Epub 2020 Nov 6.
9
Systematic exploration and uncertainty dominate young children's choices.系统探索和不确定性主导着幼儿的选择。
Dev Sci. 2021 Mar;24(2):e13026. doi: 10.1111/desc.13026. Epub 2020 Aug 24.
10
Childhood as a solution to explore-exploit tensions.童年是解决探索与剥削之间紧张关系的一种方案。
Philos Trans R Soc Lond B Biol Sci. 2020 Jul 20;375(1803):20190502. doi: 10.1098/rstb.2019.0502. Epub 2020 Jun 1.