Nonparametric Bayesian Inference

Chapter 1. On the a-Algebraic Realization Problem.- Chapter 2. Weak Conditional Independence And Relative Invariance in Bayesian Statistics.- Chapter 3. Some Useful Properties of the Dirichlet Process.- Chapter 4. On the Distribution of Jumps of the Dirichlet Process.- Chapter 5. Bayes, Bootstrap, Moments.- Chapter 6. Smooth vs. likelihood estimation for a class of mixtures of discrete distributions.- Chapter 7. Bayesian Encompassing Specification Tests of a Parametric Model against a Non Parametric Alternative.- Chapter 8. Nonparametric Bayesian Survival Analysis.- Chapter 9. Simulation of Posterior Distributions in Nonparametric Censored Analysis.- Chapter 10. Bayesian Identification of Semi-Parametric Binary Response Models.- Chapter 11. Survival Data with Explanatory Processes: A Full Nonparametric Bayesian Analysis.- Chapter 12. Nonparametric Competing Risks Models: Identification and Strong Consistency.

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• Inferência bayesiana

Bayesian nonparemetric models;Dirichlet processes;Bayesian moment estimation;Duration models;Mathematical foundations of bayesian statistics