38 citations · 105 across the 6 of their papers we have counts for
6 papers
Multinomial Models with Linear Inequality Constraints: Overview and Improvements of Computational Methods for Bayesian Inference
Daniel W. Heck, Clintin P. Davis-Stober
Many psychological theories can be operationalized as linear inequality constraints on the parameters of multinomial distributions (e.g., discrete choice analysis). These constrain…
Model selection by minimum description length: Lower-bound sample sizes for the Fisher information approximation
Daniel W. Heck, Morten Moshagen, Edgar Erdfelder
The Fisher information approximation (FIA) is an implementation of the minimum description length principle for model selection. Unlike information criteria such as AIC or BIC, it…
Quantifying Uncertainty in Transdimensional Markov Chain Monte Carlo Using Discrete Markov Models
Daniel W. Heck, Antony M. Overstall, Quentin F. Gronau +1
Bayesian analysis often concerns an evaluation of models with different dimensionality as is necessary in, for example, model selection or mixture models. To facilitate this evalua…
Adjusted Priors for Bayes Factors Involving Reparameterized Order Constraints
Daniel W. Heck, Eric-Jan Wagenmakers
Many psychological theories that are instantiated as statistical models imply order constraints on the model parameters. To fit and test such restrictions, order constraints of the…
On the relation between the (censored) shifted Wald and the Wiener distribution as measurement models for choice response times
Robert Miller, Stefan Scherbaum, Daniel W. Heck +2
Inferring processes or constructs from performance data is a major hallmark of cognitive psychometrics. Particularly, diffusion modeling of response times (RTs) from correct and er…
Testing Order Constraints: Qualitative Differences Between Bayes Factors and Normalized Maximum Likelihood
Daniel W. Heck, Eric-Jan Wagenmakers, Richard D. Morey
We compared Bayes factors to normalized maximum likelihood for the simple case of selecting between an order-constrained versus a full binomial model. This comparison revealed two…