Evidence accumulation models: Current limitations and future directions
NJ Evans, EJ Wagenmakers - 2019 - osf.io
Evidence accumulation models (EAMs) have been the dominant models of speeded
decision-making for several decades. These models propose that evidence accumulates for …
decision-making for several decades. These models propose that evidence accumulates for …
Bayesian statistical approaches to evaluating cognitive models
J Annis, TJ Palmeri - Wiley Interdisciplinary Reviews: Cognitive …, 2018 - Wiley Online Library
Cognitive models aim to explain complex human behavior in terms of hypothesized
mechanisms of the mind. These mechanisms can be formalized in terms of mathematical …
mechanisms of the mind. These mechanisms can be formalized in terms of mathematical …
Assessing the practical differences between model selection methods in inferences about choice response time tasks
NJ Evans - Psychonomic bulletin & review, 2019 - Springer
Evidence accumulations models (EAMs) have become the dominant modeling framework
within rapid decision-making, using choice response time distributions to make inferences …
within rapid decision-making, using choice response time distributions to make inferences …
Response-time data provide critical constraints on dynamic models of multi-alternative, multi-attribute choice
Understanding the cognitive processes involved in multi-alternative, multi-attribute choice is
of interest to a wide range of fields including psychology, neuroscience, and economics …
of interest to a wide range of fields including psychology, neuroscience, and economics …
Thermodynamic integration and steppingstone sampling methods for estimating Bayes factors: A tutorial
One of the more principled methods of performing model selection is via Bayes factors.
However, calculating Bayes factors requires marginal likelihoods, which are integrals over …
However, calculating Bayes factors requires marginal likelihoods, which are integrals over …
Refining the law of practice.
The “law of practice”—a simple nonlinear function describing the relationship between mean
response time (RT) and practice—has provided a practically and theoretically useful way of …
response time (RT) and practice—has provided a practically and theoretically useful way of …
The role of passing time in decision-making.
Theories of perceptual decision making have been dominated by the idea that evidence
accumulates in favor of different alternatives until some fixed threshold amount is reached …
accumulates in favor of different alternatives until some fixed threshold amount is reached …
Troubleshooting Bayesian cognitive models.
B Baribault, AGE Collins - Psychological Methods, 2023 - psycnet.apa.org
Using Bayesian methods to apply computational models of cognitive processes, or Bayesian
cognitive modeling, is an important new trend in psychological research. The rise of …
cognitive modeling, is an important new trend in psychological research. The rise of …
An integrated approach to testing dynamic, multilevel theory: Using computational models to connect theory, model, and data
Some of the most influential theories in organizational sciences explicitly describe a
dynamic, multilevel process. Yet the inherent complexity of such theories makes them …
dynamic, multilevel process. Yet the inherent complexity of such theories makes them …
Optimal or not; depends on the task
Decision-making involves a tradeoff between pressures for caution and urgency. Previous
research has investigated how well humans optimize this tradeoff, and mostly concluded …
research has investigated how well humans optimize this tradeoff, and mostly concluded …