When using a conjugate prior , the posterior distribution will be from the same family .
When using a conjugate prior , the posterior distribution will have different hyperparameters , which reflect the added information from the data : in subjective terms , one 's beliefs have been updated .
When using a conjugate prior , the posterior distribution will be from the same family , but will have different hyperparameters , which reflect the added information from the data : in subjective terms , one 's beliefs have been updated .