Suppr超能文献

扩散决策模型:当前问题与历史

Diffusion Decision Model: Current Issues and History.

作者信息

Ratcliff Roger, Smith Philip L, Brown Scott D, McKoon Gail

机构信息

Department of Psychology, The Ohio State University, 1835 Neil Avenue, Columbus, OH, 43210, USA.

Melbourne School of Psychological Sciences, Level 12, Redmond Barry Building 115, University of Melbourne, Parkville, VIC 3010, Australia.

出版信息

Trends Cogn Sci. 2016 Apr;20(4):260-281. doi: 10.1016/j.tics.2016.01.007. Epub 2016 Mar 5.

Abstract

There is growing interest in diffusion models to represent the cognitive and neural processes of speeded decision making. Sequential-sampling models like the diffusion model have a long history in psychology. They view decision making as a process of noisy accumulation of evidence from a stimulus. The standard model assumes that evidence accumulates at a constant rate during the second or two it takes to make a decision. This process can be linked to the behaviors of populations of neurons and to theories of optimality. Diffusion models have been used successfully in a range of cognitive tasks and as psychometric tools in clinical research to examine individual differences. In this review, we relate the models to both earlier and more recent research in psychology.

摘要

人们越来越关注扩散模型,以表征快速决策的认知和神经过程。像扩散模型这样的序列抽样模型在心理学领域有着悠久的历史。它们将决策视为一个从刺激中进行有噪声证据积累的过程。标准模型假设,在做出决策所需的一两秒钟内,证据以恒定速率积累。这一过程可以与神经元群体的行为以及最优性理论联系起来。扩散模型已成功应用于一系列认知任务,并作为临床研究中的心理测量工具来检验个体差异。在这篇综述中,我们将这些模型与心理学领域早期和近期的研究联系起来。

相似文献

1
Diffusion Decision Model: Current Issues and History.
Trends Cogn Sci. 2016 Apr;20(4):260-281. doi: 10.1016/j.tics.2016.01.007. Epub 2016 Mar 5.
2
Sequential Sampling Models in Cognitive Neuroscience: Advantages, Applications, and Extensions.
Annu Rev Psychol. 2016;67:641-66. doi: 10.1146/annurev-psych-122414-033645. Epub 2015 Sep 17.
4
Temporal dynamics of decision making: A synthesis of computational and neurophysiological approaches.
Wiley Interdiscip Rev Cogn Sci. 2022 May;13(3):e1586. doi: 10.1002/wcs.1586. Epub 2021 Dec 2.
5
The neural processes underlying perceptual decision making in humans: recent progress and future directions.
J Physiol Paris. 2015 Feb-Jun;109(1-3):27-37. doi: 10.1016/j.jphysparis.2014.08.003. Epub 2014 Sep 7.
6
Optimality and some of its discontents: successes and shortcomings of existing models for binary decisions.
Top Cogn Sci. 2014 Apr;6(2):258-78. doi: 10.1111/tops.12084. Epub 2014 Mar 20.
7
Rhythmic fluctuations in evidence accumulation during decision making in the human brain.
Neuron. 2012 Nov 21;76(4):847-58. doi: 10.1016/j.neuron.2012.09.015.
9
Single-trial EEG dissociates motivation and conflict processes during decision-making under risk.
Neuroimage. 2019 Mar;188:483-501. doi: 10.1016/j.neuroimage.2018.12.029. Epub 2018 Dec 14.
10
Sequential sampling models with variable boundaries and non-normal noise: A comparison of six models.
Psychon Bull Rev. 2019 Jun;26(3):813-832. doi: 10.3758/s13423-018-1560-4.

引用本文的文献

2
Factorial variation of saccade vigor with dual decision processes.
bioRxiv. 2025 Aug 28:2025.08.25.671783. doi: 10.1101/2025.08.25.671783.
4
Decreased non-emotional working memory capacity in women with PTSD: association with symptomatology.
Eur J Psychotraumatol. 2025 Dec;16(1):2543079. doi: 10.1080/20008066.2025.2543079. Epub 2025 Sep 2.
7
Oscillatory signatures of monitoring and anticipatory strategies for probabilistic vs deterministic cues.
Imaging Neurosci (Camb). 2025 Mar 7;3. doi: 10.1162/imag_a_00496. eCollection 2025.
8
Mapping multi-modal dynamic network activity during naturalistic music listening.
Imaging Neurosci (Camb). 2025 Jan 2;3. doi: 10.1162/imag_a_00413. eCollection 2025.
10
Dissociate triggering of conjunctive and disjunctive eye movements.
Sci Rep. 2025 Aug 11;15(1):29355. doi: 10.1038/s41598-025-12031-5.

本文引用的文献

1
Aging and Predicting Inferences: A Diffusion Model Analysis.
J Mem Lang. 2013 Apr;68(3):240-254. doi: 10.1016/j.jml.2012.11.002. Epub 2012 Dec 23.
2
Modeling Regularities in Response Time and Accuracy Data with the Diffusion Model.
Curr Dir Psychol Sci. 2015 Dec;24(6):458-470. doi: 10.1177/0963721415596228.
3
Adults with poor reading skills: How lexical knowledge interacts with scores on standardized reading comprehension tests.
Cognition. 2016 Jan;146:453-69. doi: 10.1016/j.cognition.2015.10.009. Epub 2015 Nov 9.
4
A Common Mechanism Underlying Food Choice and Social Decisions.
PLoS Comput Biol. 2015 Oct 13;11(10):e1004371. doi: 10.1371/journal.pcbi.1004371. eCollection 2015 Oct.
5
Normative evidence accumulation in unpredictable environments.
Elife. 2015 Aug 31;4:e08825. doi: 10.7554/eLife.08825.
8
A Neurocomputational Model of Altruistic Choice and Its Implications.
Neuron. 2015 Jul 15;87(2):451-62. doi: 10.1016/j.neuron.2015.06.031.
9
A neuro-computational model of economic decisions.
J Neurophysiol. 2015 Sep;114(3):1382-98. doi: 10.1152/jn.00184.2015. Epub 2015 Jun 10.
10
Drift diffusion model of reward and punishment learning in schizophrenia: Modeling and experimental data.
Behav Brain Res. 2015 Sep 15;291:147-154. doi: 10.1016/j.bbr.2015.05.024. Epub 2015 May 22.

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验