Diffusion decision model: Current issues and history

R Ratcliff, PL Smith, SD Brown, G McKoon - Trends in cognitive sciences, 2016 - cell.com
There is growing interest in diffusion models to represent the cognitive and neural processes
of speeded decision making. Sequential-sampling models like the diffusion model have a …

A practical introduction to using the drift diffusion model of decision-making in cognitive psychology, neuroscience, and health sciences

CE Myers, A Interian, AA Moustafa - Frontiers in Psychology, 2022 - frontiersin.org
Recent years have seen a rapid increase in the number of studies using evidence-
accumulation models (such as the drift diffusion model, DDM) in the fields of psychology and …

The speed-accuracy tradeoff: history, physiology, methodology, and behavior

RP Heitz - Frontiers in neuroscience, 2014 - frontiersin.org
There are few behavioral effects as ubiquitous as the speed-accuracy tradeoff (SAT). From
insects to rodents to primates, the tendency for decision speed to covary with decision …

Orbitofrontal cortex: a neural circuit for economic decisions

C Padoa-Schioppa, KE Conen - Neuron, 2017 - cell.com
Economic choice behavior entails the computation and comparison of subjective values. A
central contribution of neuroeconomics has been to show that subjective values are …

Deconstructing the human algorithms for exploration

SJ Gershman - Cognition, 2018 - Elsevier
The dilemma between information gathering (exploration) and reward seeking (exploitation)
is a fundamental problem for reinforcement learning agents. How humans resolve this …

Rats and humans can optimally accumulate evidence for decision-making

BW Brunton, MM Botvinick, CD Brody - Science, 2013 - science.org
The gradual and noisy accumulation of evidence is a fundamental component of decision-
making, with noise playing a key role as the source of variability and errors. However, the …

Multialternative drift-diffusion model predicts the relationship between visual fixations and choice in value-based decisions

I Krajbich, A Rangel - Proceedings of the National Academy of Sciences, 2011 - pnas.org
How do we make decisions when confronted with several alternatives (eg, on a supermarket
shelf)? Previous work has shown that accumulator models, such as the drift-diffusion model …

Efficient coding of subjective value

R Polanía, M Woodford, CC Ruff - Nature neuroscience, 2019 - nature.com
Preference-based decisions are essential for survival, for instance, when deciding what we
should (not) eat. Despite their importance, preference-based decisions are surprisingly …

Rethinking fast and slow based on a critique of reaction-time reverse inference

I Krajbich, B Bartling, T Hare, E Fehr - Nature communications, 2015 - nature.com
Do people intuitively favour certain actions over others? In some dual-process research,
reaction-time (RT) data have been used to infer that certain choices are intuitive. However …

Reward pays the cost of noise reduction in motor and cognitive control

SG Manohar, TTJ Chong, MAJ Apps, A Batla… - Current Biology, 2015 - cell.com
Speed-accuracy trade-off is an intensively studied law governing almost all behavioral tasks
across species. Here we show that motivation by reward breaks this law, by simultaneously …