Modelling human behaviour in cognitive tasks with latent dynamical systems - Nature Human Behaviour

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Brain games reveal clues about how the mind works utaustin NatureHumBehav

, Model RT SD . For panels b-f, N=10 models, plots show mean ± s.e.m. and individual models .Each plot shows the trial-averaged latent state trajectories and stable fixed points from one model. Within each age bin , participants were sorted by their mean RT; every fourth participant is shown . All plots are shown from the same perspective., Illustration of how greater separation between task regions could contribute to switch costs.

, Illustration of how slower dynamics within task region B could contribute to switch costs. The transition from task region A to task region B is fast. This model predicts that the correlation between the distance to task region A at stimulus onset and RTs for switch trials will be near zero., Example latent state trajectories from four models. For each model, the stay and switch trajectories were averaged over trials with a fixed stimulus configuration .

 

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