[HTML][HTML] Ten simple rules for the computational modeling of behavioral data
RC Wilson, AGE Collins - Elife, 2019 - elifesciences.org
Computational modeling of behavior has revolutionized psychology and neuroscience. By
fitting models to experimental data we can probe the algorithms underlying behavior, find …
fitting models to experimental data we can probe the algorithms underlying behavior, find …
Cognitive and neural bases of multi-attribute, multi-alternative, value-based decisions
Researchers have benefited from characterizing evidence-based decision making as a
process involving sequential sampling. More recently, sequential sampling models have …
process involving sequential sampling. More recently, sequential sampling models have …
[图书][B] Computational modeling of cognition and behavior
S Farrell, S Lewandowsky - 2018 - books.google.com
Computational modeling is now ubiquitous in psychology, and researchers who are not
modelers may find it increasingly difficult to follow the theoretical developments in their field …
modelers may find it increasingly difficult to follow the theoretical developments in their field …
Value-based attention but not divisive normalization influences decisions with multiple alternatives
S Gluth, N Kern, M Kortmann, CL Vitali - Nature human behaviour, 2020 - nature.com
Violations of economic rationality principles in choices between three or more options are
critical for understanding the neural and cognitive mechanisms of decision-making. A recent …
critical for understanding the neural and cognitive mechanisms of decision-making. A recent …
Approaches to analysis in model-based cognitive neuroscience
Our understanding of cognition has been advanced by two traditionally non-overlapping and
non-interacting groups. Mathematical psychologists rely on behavioral data to evaluate …
non-interacting groups. Mathematical psychologists rely on behavioral data to evaluate …
Theoretically informed generative models can advance the psychological and brain sciences: Lessons from the reliability paradox
Theories of individual differences are foundational to psychological and brain sciences, yet
they are traditionally developed and tested using superficial summaries of data (eg, mean …
they are traditionally developed and tested using superficial summaries of data (eg, mean …
How attention influences perceptual decision making: Single-trial EEG correlates of drift-diffusion model parameters
Perceptual decision making can be accounted for by drift-diffusion models, a class of
decision-making models that assume a stochastic accumulation of evidence on each trial …
decision-making models that assume a stochastic accumulation of evidence on each trial …
Models of inhibitory control
JD Schall, TJ Palmeri… - … Transactions of the …, 2017 - royalsocietypublishing.org
We survey models of response inhibition having different degrees of mathematical,
computational and neurobiological specificity and generality. The independent race model …
computational and neurobiological specificity and generality. The independent race model …
Modelling human behaviour in cognitive tasks with latent dynamical systems
Response time data collected from cognitive tasks are a cornerstone of psychology and
neuroscience research, yet existing models of these data either make strong assumptions …
neuroscience research, yet existing models of these data either make strong assumptions …
Informing cognitive abstractions through neuroimaging: the neural drift diffusion model.
Trial-to-trial fluctuations in an observer's state of mind have a direct influence on their
behavior. However, characterizing an observer's state of mind is difficult to do with …
behavior. However, characterizing an observer's state of mind is difficult to do with …