Bridging neural and computational viewpoints on perceptual decision-making

RG O'Connell, MN Shadlen, KF Wong-Lin… - Trends in …, 2018 - cell.com
Sequential sampling models have provided a dominant theoretical framework guiding
computational and neurophysiological investigations of perceptual decision-making. While …

Neurophysiology of human perceptual decision-making

RG O'Connell, SP Kelly - Annual Review of Neuroscience, 2021 - annualreviews.org
The discovery of neural signals that reflect the dynamics of perceptual decision formation
has had a considerable impact. Not only do such signals enable detailed investigations of …

Neurocomputational mechanisms of prior-informed perceptual decision-making in humans

SP Kelly, EA Corbett, RG O'Connell - Nature Human Behaviour, 2021 - nature.com
To interact successfully with diverse sensory environments, we must adapt our decision
processes to account for time constraints and prior probabilities. The full set of decision …

[PDF][PDF] Perceptual decision-making as probabilistic inference by neural sampling

RM Haefner, P Berkes, J Fiser - Neuron, 2016 - cell.com
We address two main challenges facing systems neuroscience today: understanding the
nature and function of cortical feedback between sensory areas and of correlated variability …

The speed and accuracy of a simple perceptual decision: a mathematical primer

MN Shadlen, TD Hanks, AK Churchland, R Kiani… - 2006 - direct.mit.edu
A decision is a commitment to a proposition among multiple options. Often this commitment
leads to a particular course of action. It might be said that the life of an organism consists of a …

Neurobiology of decision making: an intentional framework

MN Shadlen, R Kiani, TD Hanks, AK Churchland - 2008 - direct.mit.edu
The aim of statistical decision theories is to understand how evidence, prior knowledge, and
values lead an organism to commit to one of a number of alternatives. Two main statistical …

Neural computations that underlie decisions about sensory stimuli

JI Gold, MN Shadlen - Trends in cognitive sciences, 2001 - cell.com
Decision-making behavior has been studied extensively, but the neurophysiological
mechanisms responsible for this remarkable cognitive ability are just beginning to be …

Understanding neural coding through the model-based analysis of decision making

G Corrado, K Doya - Journal of Neuroscience, 2007 - Soc Neuroscience
The study of decision making poses new methodological challenges for systems
neuroscience. Whereas our traditional approach linked neural activity to external variables …

A Bayesian attractor model for perceptual decision making

S Bitzer, J Bruineberg, SJ Kiebel - PLoS computational biology, 2015 - journals.plos.org
Even for simple perceptual decisions, the mechanisms that the brain employs are still under
debate. Although current consensus states that the brain accumulates evidence extracted …

[PDF][PDF] Perceptual decision making in rodents, monkeys, and humans

TD Hanks, C Summerfield - Neuron, 2017 - cell.com
Perceptual decision making is the process by which animals detect, discriminate, and
categorize information from the senses. Over the past two decades, understanding how …