The article analyzes different models for Japanese short-term interest rates using Bayesian methods. The researchers estimate model parameters and select the best model using an extended information criterion. They apply these models to weekly Japanese interest rates data from 2001 to 2008. The study aims to improve understanding of short-term interest rate dynamics, which are crucial for pricing securities and managing risks in finance.