Cognitive models of optimal sequential search with recall
Sign Up to like & getrecommendations! Published in 2021 at "Cognition"
DOI: 10.1016/j.cognition.2021.104595
Abstract: Many everyday decisions require sequential search, according to which available choice options are observed one at a time, with each observation involving some cost to the decision maker. In these tasks, decision makers need to… read more here.
Keywords: decision; cognitive models; decision makers; models optimal ... See more keywords
Troubleshooting Bayesian cognitive models.
Sign Up to like & getrecommendations! Published in 2023 at "Psychological methods"
DOI: 10.1037/met0000554
Abstract: 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 Bayesian cognitive modeling has been accelerated by the introduction of… read more here.
Keywords: troubleshooting bayesian; cognitive modeling; bayesian cognitive; cognitive models ... See more keywords
Using deep learning to predict human decisions and using cognitive models to explain deep learning models
Sign Up to like & getrecommendations! Published in 2022 at "Scientific Reports"
DOI: 10.1038/s41598-022-08863-0
Abstract: Deep neural networks (DNNs) models have the potential to provide new insights in the study of cognitive processes, such as human decision making, due to their high capacity and data-driven design. While these models may… read more here.
Keywords: cognitive models; deep learning; predict human; model ... See more keywords
Reinforcement Learning for Production-Based Cognitive Models
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DOI: 10.1111/tops.12546
Abstract: Production-based cognitive models, such as Adaptive Control of Thought-Rational (ACT-R) or Soar agents, have been a popular tool in cognitive science to model sequential decision processes. While the models have been useful in articulating assumptions… read more here.
Keywords: decision; cognitive models; production; reinforcement learning ... See more keywords
What makes us act together? On the cognitive models supporting humans’ decisions for joint action
Sign Up to like & getrecommendations! Published in 2022 at "Frontiers in Integrative Neuroscience"
DOI: 10.3389/fnint.2022.900527
Abstract: We face tasks every day that we can solve alone but decide to solve together with others. When do we choose to act together vs. alone? How long do we persist in working together when… read more here.
Keywords: act together; joint action; makes act; together cognitive ... See more keywords