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Diffusion decision model: Current issues and history
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 …
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
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 …
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 …
insects to rodents to primates, the tendency for decision speed to covary with decision …
Orbitofrontal cortex: a neural circuit for economic decisions
Economic choice behavior entails the computation and comparison of subjective values. A
central contribution of neuroeconomics has been to show that subjective values are …
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 …
is a fundamental problem for reinforcement learning agents. How humans resolve this …
Rats and humans can optimally accumulate evidence for decision-making
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 …
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
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 …
shelf)? Previous work has shown that accumulator models, such as the drift-diffusion model …
Efficient coding of subjective value
Preference-based decisions are essential for survival, for instance, when deciding what we
should (not) eat. Despite their importance, preference-based decisions are surprisingly …
should (not) eat. Despite their importance, preference-based decisions are surprisingly …
Rethinking fast and slow based on a critique of reaction-time reverse inference
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 …
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
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 …
across species. Here we show that motivation by reward breaks this law, by simultaneously …