A modified efficient jump algorithm is proposed for the Markov Chain Monte Carlo draws of the exponential power distribution. Bayesian inference based on the exponential power error term and that on the normal error term are compared. The Vasicek model and realized volatility model are estimated. Unbiasedness of the LAD estimator is proven.