Data assimilation in dynamical cognitive science

Data assimilation in dynamical cognitive science

Dynamical models make specific assumptions about cognitive processes that generate human behavior. In data assimilation, these models are tested against time-ordered data. Recent progress on Bayesian data assimilation demonstrates that this approach combines the strengths of statistical modeling of...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:Trends in cognitive sciences 2022-02, Vol.26 (2), p.99-102
Hauptverfasser: Engbert, Ralf, Rabe, Maximilian M., Schwetlick, Lisa, Seelig, Stefan A., Reich, Sebastian, Vasishth, Shravan
Format: Artikel
Sprache:eng
Schlagworte:
Bayes Theorem
Cognitive Science
data assimilation
dynamical cognitive models
Humans
Models, Statistical
sequential likelihood
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
Beschreibung
Zusammenfassung:Dynamical models make specific assumptions about cognitive processes that generate human behavior. In data assimilation, these models are tested against time-ordered data. Recent progress on Bayesian data assimilation demonstrates that this approach combines the strengths of statistical modeling of individual differences with the those of dynamical cognitive models.
ISSN:1364-6613
1879-307X
DOI:10.1016/j.tics.2021.11.006