Computing Value from Quality and Quantity in Human Decision-Making

被引:14
作者
de Berker, Archy O. [1 ,2 ,3 ,4 ]
Kurth-Nelson, Zeb [2 ,5 ]
Rutledge, Robb B. [1 ,2 ]
Bestmann, Sven [1 ,3 ]
Dolan, Raymond J. [1 ,2 ]
机构
[1] UCL, Wellcome Trust Ctr Neuroimaging, London WC1N 3BG, England
[2] Max Planck Univ Coll London, Ctr Computat Psychiat & Ageing Res, London WC1B 5EH, England
[3] UCL, Sobell Dept Motor Neurosci & Movement Disorders, London WC1N 3BG, England
[4] Element AI, Montreal, PQ H2W 2R2, Canada
[5] DeepMind, London EC4 3TW, England
基金
英国惠康基金;
关键词
decision; number; value; ANTERIOR CINGULATE CORTEX; HUMAN ORBITOFRONTAL CORTEX; MEDIAL PREFRONTAL CORTEX; STIMULUS VALUE SIGNALS; NEURAL MECHANISMS; SUBJECTIVE VALUE; IMAGINED OUTCOMES; ECONOMIC CHOICE; REWARD SIGNALS; COGNITIVE MAP;
D O I
10.1523/JNEUROSCI.0706-18.2018
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
How organisms learn the value of single stimuli through experience is well described. In many decisions, however, value estimates are computed "on the fly" by combining multiple stimulus attributes. The neural basis of this computation is poorly understood. Here we explore a common scenario in which decision-makers must combine information about quality and quantity to determine the best option. Using fMRI, we examined the neural representation of quality, quantity, and their integration into an integrated subjective value signal in humans of both genders. We found that activity within inferior frontal gyrus (IFG) correlated with offer quality, while activity in the intraparietal sulcus (IPS) specifically correlated with offer quantity. Several brain regions, including the anterior cingulate cortex (ACC), were sensitive to an interaction of quality and quantity. However, the ACC was uniquely activated by quality, quantity, and their interaction, suggesting that this region provides a substrate for flexible computation of value from both quality and quantity. Furthermore, ACC signals across subjects correlated with the strength of quality and quantity signals in IFG and IPS, respectively. ACC tracking of subjective value also correlated with choice predictability. Finally, activity in the ACC was elevated for choice trials, suggesting that ACC provides a nexus for the computation of subjective value in multiattribute decision-making.
引用
收藏
页码:163 / 176
页数:14
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