Economic irrationality is optimal during noisy decision making

Konstantinos Tsetsos*, Rani Moran, James Moreland, Nick Chater, Marius Usher, Christopher Summerfield

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

Abstract

According to normative theories, reward-maximizing agents should have consistent preferences. Thus, when faced with alternatives A, B, and C, an individual preferring A to B and B to C should prefer A to C. However, it has been widely argued that humans can incur losses by violating this axiom of transitivity, despite strong evolutionary pressure for reward-maximizing choices. Here, adopting a biologically plausible computational framework, we show that intransitive (and thus economically irrational) choices paradoxically improve accuracy (and subsequent economic rewards) when decision formation is corrupted by internal neural noise. Over three experiments, we show that humans accumulate evidence over time using a "selective integration" policy that discards information about alternatives with momentarily lower value. This policy predicts violations of the axiom of transitivity when three equally valued alternatives differ circularly in their number of winning samples. We confirm this prediction in a fourth experiment reporting significant violations of weak stochastic transitivity in human observers. Crucially, we show that relying on selective integration protects choices against "late" noise that otherwise corrupts decision formation beyond the sensory stage. Indeed, we report that individuals with higher late noise relied more strongly on selective integration. These findings suggest that violations of rational choice theory reflect adaptive computations that have evolved in response to irreducible noise during neural information processing.

Original languageEnglish
Pages (from-to)3102-3107
Number of pages6
JournalProceedings of the National Academy of Sciences of the United States of America
Volume113
Issue number11
DOIs
StatePublished - 15 Mar 2016

Keywords

  • Choice optimality
  • Decision making
  • Evidence accumulation
  • Irrationality
  • Selective integration

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