Signatures of a Statistical Computation in the Human Sense of Confidence.

Abstract:

:Human confidence judgments are thought to originate from metacognitive processes that provide a subjective assessment about one's beliefs. Alternatively, confidence is framed in mathematics as an objective statistical quantity: the probability that a chosen hypothesis is correct. Despite similar terminology, it remains unclear whether the subjective feeling of confidence is related to the objective, statistical computation of confidence. To address this, we collected confidence reports from humans performing perceptual and knowledge-based psychometric decision tasks. We observed two counterintuitive patterns relating confidence to choice and evidence: apparent overconfidence in choices based on uninformative evidence, and decreasing confidence with increasing evidence strength for erroneous choices. We show that these patterns lawfully arise from statistical confidence, and therefore occur even for perfectly calibrated confidence measures. Furthermore, statistical confidence quantitatively accounted for human confidence in our tasks without necessitating heuristic operations. Accordingly, we suggest that the human feeling of confidence originates from a mental computation of statistical confidence.

journal_name

Neuron

journal_title

Neuron

authors

Sanders JI,Hangya B,Kepecs A

doi

10.1016/j.neuron.2016.03.025

subject

Has Abstract

pub_date

2016-05-04 00:00:00

pages

499-506

issue

3

eissn

0896-6273

issn

1097-4199

pii

S0896-6273(16)30016-2

journal_volume

90

pub_type

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