[图书][B] Computational modeling of cognition and behavior
S Farrell, S Lewandowsky - 2018 - books.google.com
Computational modeling is now ubiquitous in psychology, and researchers who are not
modelers may find it increasingly difficult to follow the theoretical developments in their field …
modelers may find it increasingly difficult to follow the theoretical developments in their field …
[图书][B] Computational modeling in cognition: Principles and practice
S Lewandowsky, S Farrell - 2010 - books.google.com
Computational Modelling in Psychology introduces the principles of using computational
models in psychology and provides a clear idea about how model construction, parameter …
models in psychology and provides a clear idea about how model construction, parameter …
How cognitive modeling can benefit from hierarchical Bayesian models
MD Lee - Journal of Mathematical Psychology, 2011 - Elsevier
Hierarchical Bayesian modeling provides a flexible and interpretable way of extending
simple models of cognitive processes. To introduce this special issue, we discuss four of the …
simple models of cognitive processes. To introduce this special issue, we discuss four of the …
[图书][B] Cognitive modeling
JR Busemeyer, A Diederich - 2010 - books.google.com
Cognitive Modeling is the first book to provide students with an easy-to understand
introduction to the basic methods used to build and test cognitive models. Authors Jerome R …
introduction to the basic methods used to build and test cognitive models. Authors Jerome R …
A survey of model evaluation approaches with a tutorial on hierarchical Bayesian methods
This article reviews current methods for evaluating models in the cognitive sciences,
including theoretically based approaches, such as Bayes factors and minimum description …
including theoretically based approaches, such as Bayes factors and minimum description …
[图书][B] Bayesian cognitive modeling: A practical course
MD Lee, EJ Wagenmakers - 2014 - books.google.com
Bayesian inference has become a standard method of analysis in many fields of science.
Students and researchers in experimental psychology and cognitive science, however, have …
Students and researchers in experimental psychology and cognitive science, however, have …
The importance of complexity in model selection
IJ Myung - Journal of mathematical psychology, 2000 - Elsevier
Model selection should be based not solely on goodness-of-fit, but must also consider
model complexity. While the goal of mathematical modeling in cognitive psychology is to …
model complexity. While the goal of mathematical modeling in cognitive psychology is to …
Bayesian methods in cognitive modeling
MD Lee - The Stevens' handbook of experimental psychology …, 2018 - books.google.com
Proponents of Bayesian statistical methods argue that these methods provide a complete
and coherent framework for the basic chal-lenge of relating scientific models to data …
and coherent framework for the basic chal-lenge of relating scientific models to data …
An introduction to good practices in cognitive modeling
Cognitive 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 …
but the validity of those insights rests on careful model development and checking. We …
Bayesian estimation in hierarchical models
JK Kruschke, W Vanpaemel - The Oxford handbook of …, 2015 - books.google.com
Bayesian data analysis involves describing data by meaningful mathematical models, and
allocating credibility to parameter values that are consistent with the data and with prior …
allocating credibility to parameter values that are consistent with the data and with prior …