Behavior research methodsBayes TheoremHumansCognitionAlgorithmsModels
Hierarchical Bayesian estimation for cognitive models using Particle Metropolis within Gibbs (PMwG): A tutorial.
Caroline Kuhne, Quentin F Gronau, Reilly J Innes, Gavin Cooper, Niek Stevenson, Jon-Paul Cavallaro, Scott D Brown, Guy E Hawkins
Published: 202510.3758/s13428-025-02866-1
Abstract
Estimating quantitative cognitive models from data is a staple of modern psychological science, but can be difficult and inefficient. Particle Metropolis within Gibbs (PMwG) is a robust and efficient sampling algorithm that supports model estimation…
Preview only. Read the full abstract at the source