41 citations · 71 across the 7 of their papers we have counts for
4 papers · 1 filter
Bayesian transformation family selection: moving towards a transformed Gaussian universe
Efstratia Charitidou, Dimitris Fouskakis, Ioannis Ntzoufras
The problem of transformation selection is thoroughly treated from a Bayesian perspective. Several families of transformations are considered with a view to achieving normality: th…
Power-Conditional-Expected Priors: Using g-priors with Random Imaginary Data for Variable Selection
Dimitris Fouskakis, Ioannis Ntzoufras
The Zellner's g-prior and its recent hierarchical extensions are the most popular default prior choices in the Bayesian variable selection context. These prior set-ups can be expre…
Power-Expected-Posterior Priors for Variable Selection in Gaussian Linear Models
Dimitris Fouskakis, Ioannis Ntzoufras, David Draper
In the context of the expected-posterior prior (EPP) approach to Bayesian variable selection in linear models, we combine ideas from power-prior and unit-information-prior methodol…
Limiting behavior of the Jeffreys Power-Expected-Posterior Bayes Factor in Gaussian Linear Models
Dimitris Fouskakis, Ioannis Ntzoufras
Expected-posterior priors (EPP) have been proved to be extremely useful for testing hypothesis on the regression coefficients of normal linear models. One of the advantages of usin…