Bayesian approach to a definition of random sequences with respect to parametric models

We introduce a universal Bayes test, which is a Bayesian version of Martin-Lof test. Then we define random sequences with respect to parametric models based on our universal Bayes test. We study relations between random samples and random parameters, and apply our results to a parameter estimation problem.