» Articles » PMID: 34340256

Neurocomputational Models of Altruistic Decision-making and Social Motives: Advances, Pitfalls, and Future Directions

Overview
Specialty Psychology
Date 2021 Aug 2
PMID 34340256
Citations 5
Authors
Affiliations
Soon will be listed here.
Abstract

This article discusses insights from computational models and social neuroscience into motivations, precursors, and mechanisms of altruistic decision-making and other-regard. We introduce theoretical and methodological tools for researchers who wish to adopt a multilevel, computational approach to study behaviors that promote others' welfare. Using examples from recent studies, we outline multiple mental and neural processes relevant to altruism. To this end, we integrate evidence from neuroimaging, psychology, economics, and formalized mathematical models. We introduce basic mechanisms-pertinent to a broad range of value-based decisions-and social emotions and cognitions commonly recruited when our decisions involve other people. Regarding the latter, we discuss how decomposing distinct facets of social processes can advance altruistic models and the development of novel, targeted interventions. We propose that an accelerated synthesis of computational approaches and social neuroscience represents a critical step towards a more comprehensive understanding of altruistic decision-making. We discuss the utility of this approach to study lifespan differences in social preference in late adulthood, a crucial future direction in aging global populations. Finally, we review potential pitfalls and recommendations for researchers interested in applying a computational approach to their research. This article is categorized under: Economics > Interactive Decision-Making Psychology > Emotion and Motivation Neuroscience > Cognition Economics > Individual Decision-Making.

Citing Articles

Neural signatures of social inferences predict the number of real-life social contacts and autism severity.

Tusche A, Spunt R, Paul L, Tyszka J, Adolphs R Nat Commun. 2023; 14(1):4399.

PMID: 37474575 PMC: 10359299. DOI: 10.1038/s41467-023-40078-3.


Evidence accumulation, not 'self-control', explains dorsolateral prefrontal activation during normative choice.

Hutcherson C, Tusche A Elife. 2022; 11.

PMID: 36074557 PMC: 9457682. DOI: 10.7554/eLife.65661.


Neurocomputations of strategic behavior: From iterated to novel interactions.

Jiang Y, Wu H, Mi Q, Zhu L Wiley Interdiscip Rev Cogn Sci. 2022; 13(4):e1598.

PMID: 35441465 PMC: 9542218. DOI: 10.1002/wcs.1598.


Altruism under Stress: Cortisol Negatively Predicts Charitable Giving and Neural Value Representations Depending on Mentalizing Capacity.

Schulreich S, Tusche A, Kanske P, Schwabe L J Neurosci. 2022; 42(16):3445-3460.

PMID: 35288436 PMC: 9034777. DOI: 10.1523/JNEUROSCI.1870-21.2022.


Neurocomputational models of altruistic decision-making and social motives: Advances, pitfalls, and future directions.

Tusche A, Bas L Wiley Interdiscip Rev Cogn Sci. 2021; 12(6):e1571.

PMID: 34340256 PMC: 9286344. DOI: 10.1002/wcs.1571.

References
1.
Tusche A, Hutcherson C . Cognitive regulation alters social and dietary choice by changing attribute representations in domain-general and domain-specific brain circuits. Elife. 2018; 7. PMC: 5973829. DOI: 10.7554/eLife.31185. View

2.
Ma Y, Wang C, Han S . Neural responses to perceived pain in others predict real-life monetary donations in different socioeconomic contexts. Neuroimage. 2011; 57(3):1273-80. DOI: 10.1016/j.neuroimage.2011.05.003. View

3.
Dunfield K, Kuhlmeier V, OConnell L, Kelley E . Examining the Diversity of Prosocial Behavior: Helping, Sharing, and Comforting in Infancy. Infancy. 2020; 16(3):227-247. DOI: 10.1111/j.1532-7078.2010.00041.x. View

4.
Rusch T, Steixner-Kumar S, Doshi P, Spezio M, Glascher J . Theory of mind and decision science: Towards a typology of tasks and computational models. Neuropsychologia. 2020; 146:107488. DOI: 10.1016/j.neuropsychologia.2020.107488. View

5.
McAuliffe W, Forster D, Pedersen E, McCullough M . Experience with anonymous interactions reduces intuitive cooperation. Nat Hum Behav. 2019; 2(12):909-914. DOI: 10.1038/s41562-018-0454-9. View