Hedging Your Bets by Learning Reward Correlations in the Human Brain
2011

Learning Reward Correlations in the Human Brain

Sample size: 16 publication Evidence: high

Author Information

Author(s): Klaus Wunderlich, Mkael Symmonds, Peter Bossaerts, Raymond J. Dolan

Primary Institution: Wellcome Trust Center for Neuroimaging, University College London

Hypothesis

How do humans learn the relationship between multiple rewards when making choices?

Conclusion

The study shows that the human brain represents higher-order correlation structures between rewards, allowing for optimized decision-making.

Supporting Evidence

  • Subjects learned to track the correlation between two renewable energy sources.
  • fMRI activity in the right midinsula correlated with the estimated correlation strength.
  • A correlation prediction error signal was found in the rostral anterior cingulate cortex.

Takeaway

People can learn how different rewards are related to each other, which helps them make better choices.

Methodology

The study used fMRI to scan subjects while they performed a resource management game to learn about reward correlations.

Limitations

The study's findings may not generalize to all types of decision-making scenarios outside the experimental task.

Participant Demographics

16 healthy subjects (7 female; ages 18-35) with no history of neurological or psychiatric illness.

Statistical Information

P-Value

p<0.001

Statistical Significance

p<0.001

Digital Object Identifier (DOI)

10.1016/j.neuron.2011.07.025

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