31 research outputs found
Adaptive Sampling of Information in Perceptual Decision-Making
In many perceptual and cognitive decision-making problems, humans sample multiple noisy information sources serially, and integrate the sampled information to make an overall decision. We derive the optimal decision procedure for two-alternative choice tasks in which the different options are sampled one at a time, sources vary in the quality of the information they provide, and the available time is fixed. To maximize accuracy, the optimal observer allocates time to sampling different information sources in proportion to their noise levels. We tested human observers in a corresponding perceptual decision-making task. Observers compared the direction of two random dot motion patterns that were triggered only when fixated. Observers allocated more time to the noisier pattern, in a manner that correlated with their sensory uncertainty about the direction of the patterns. There were several differences between the optimal observer predictions and human behaviour. These differences point to a number of other factors, beyond the quality of the currently available sources of information, that influences the sampling strategy
Neural correlates of evidence accumulation during value-based decisions revealed via simultaneous EEG-fMRI
Current computational accounts posit that, in simple binary choices, humans accumulate
evidence in favour of the different alternatives before committing to a decision. Neural
correlates of this accumulating activity have been found during perceptual decisions in
parietal and prefrontal cortex; however the source of such activity in value-based choices
remains unknown. Here we use simultaneous EEG–fMRI and computational modelling to
identify EEG signals reflecting an accumulation process and demonstrate that the within- and
across-trial variability in these signals explains fMRI responses in posterior-medial frontal
cortex. Consistent with its role in integrating the evidence prior to reaching a decision, this
region also exhibits task-dependent coupling with the ventromedial prefrontal cortex and
the striatum, brain areas known to encode the subjective value of the decision alternatives.
These results further endorse the proposition of an evidence accumulation process
during value-based decisions in humans and implicate the posterior-medial frontal cortex in
this process