Bayesian regression coefficients
In a scenario that I run a Bayes linear regression analysis adding say 8 predictors. The analysis may come up with the best regression model incorporating 4 predictors. However, regression coefficients are given for all 8 variables. Should I use these for the regression equation or would it be prudent to re-run the regression just including the best models 4 predictors and then use those regression coefficients?