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An Introduction to Good Practices in Cognitive Modeling
chapter
posted on 2023-05-22, 15:42 authored by Heathcote, A, Brown, SD, Wagenmakers, E-JCognitive modeling can provide important insights into the underlying causes of behavior, but the validity of those insights rests on careful model development and checking. We provide guidelines on five important aspects of the practice of cognitive modeling: parameter recovery, testing selective influence of experimental manipulations on model parameters, quantifying uncertainty in parameter estimates, testing and displaying model fit, and selecting among different model parameterizations and types of models. Each aspect is illustrated with examples.
History
Publication title
An Introduction to Model-Based Cognitive NeuroscienceEditors
E-J WagenmakersPagination
1-14ISBN
978-1-4939-2235-2Department/School
Tasmanian School of MedicinePublisher
SpringerPlace of publication
United KingdomExtent
20Rights statement
Copyright 2015 Springer Science+Business Media, LLCRepository Status
- Restricted