Nonparametric Bayesian Inference in Biostatistics [1 ed.] 978-3-319-19517-9, 978-3-319-19518-6

Table of contents :
Front Matter....Pages i-xvii
Front Matter....Pages 1-1
Bayesian Nonparametric Models....Pages 3-13
Bayesian Nonparametric Biostatistics....Pages 15-54
Front Matter....Pages 55-55
Bayesian Shape Clustering....Pages 57-75
Estimating Latent Cell Subpopulations with Bayesian Feature Allocation Models....Pages 77-95
Species Sampling Priors for Modeling Dependence: An Application to the Detection of Chromosomal Aberrations....Pages 97-114
Modeling the Association Between Clusters of SNPs and Disease Responses....Pages 115-134
Bayesian Inference on Population Structure: From Parametric to Nonparametric Modeling....Pages 135-151
Bayesian Approaches for Large Biological Networks....Pages 153-173
Nonparametric Variable Selection, Clustering and Prediction for Large Biological Datasets....Pages 175-192
Front Matter....Pages 193-193
Markov Processes in Survival Analysis....Pages 195-213
Bayesian Spatial Survival Models....Pages 215-246
Fully Nonparametric Regression Modelling of Misclassified Censored Time-to-Event Data....Pages 247-267
Front Matter....Pages 269-269
Neuronal Spike Train Analysis Using Gaussian Process Models....Pages 271-285
Bayesian Analysis of Curves Shape Variation Through Registration and Regression....Pages 287-310
Biomarker-Driven Adaptive Design....Pages 311-326
Bayesian Nonparametric Approaches for ROC Curve Inference....Pages 327-344
Front Matter....Pages 345-345
Spatial Bayesian Nonparametric Methods....Pages 347-357
Spatial Species Sampling and Product Partition Models....Pages 359-375
Spatial Boundary Detection for Areal Counts....Pages 377-399
Front Matter....Pages 401-401
A Bayesian Nonparametric Causal Model for Regression Discontinuity Designs....Pages 403-421
Front Matter....Pages 401-401
Bayesian Nonparametrics for Missing Data in Longitudinal Clinical Trials....Pages 423-446
Back Matter....Pages 447-448