Nonparametric Bayesian Data Analysis Peter M¨uller∗ Fernando A. Quintana† Abstract We review the current state of nonparametric Bayesian inference. The discussion follows a list of important statistical inference problems, including density estimation, regression, survival analysis, hierarchical models and model validation. For each in- ference problem we review relevant nonparametric Bayesian mo