A Neurocomputational Model of Altruistic Choice and Its Implications
We propose a neurocomputational model of altruistic choice and test it using behavioral and fMRI data from a task in which subjects make choices between real monetary prizes for themselves and another. We show that a multi-attribute drift-diffusion model, in which choice results from accumulation of...
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Published in | Neuron (Cambridge, Mass.) Vol. 87; no. 2; pp. 451 - 462 |
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Main Authors | , , |
Format | Journal Article |
Language | English |
Published |
United States
Elsevier Inc
15.07.2015
Elsevier Limited |
Subjects | |
Online Access | Get full text |
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Summary: | We propose a neurocomputational model of altruistic choice and test it using behavioral and fMRI data from a task in which subjects make choices between real monetary prizes for themselves and another. We show that a multi-attribute drift-diffusion model, in which choice results from accumulation of a relative value signal that linearly weights payoffs for self and other, captures key patterns of choice, reaction time, and neural response in ventral striatum, temporoparietal junction, and ventromedial prefrontal cortex. The model generates several novel insights into the nature of altruism. It explains when and why generous choices are slower or faster than selfish choices, and why they produce greater response in TPJ and vmPFC, without invoking competition between automatic and deliberative processes or reward value for generosity. It also predicts that when one’s own payoffs are valued more than others’, some generous acts may reflect mistakes rather than genuinely pro-social preferences.
•A drift diffusion model of altruism explains choice, RT, and neural response•Striatum, TPJ, and vmPFC encode distinct quantities required by the model•The model predicts RT and time pressure effects on generosity without self-control•Reward signals confirm model prediction that generosity is sometimes a mistake
Hutcherson et al. show that a computational model of altruism accounts for behavioral and neural effects attributed to self-control and/or the value of generosity, without requiring either. The model suggests that some generosity represents choice errors, not genuine social preferences. |
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Bibliography: | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 content type line 23 |
ISSN: | 0896-6273 1097-4199 |
DOI: | 10.1016/j.neuron.2015.06.031 |