Browsing by Author "Müller, Peter"
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- ItemA Simple Class of Bayesian Nonparametric Autoregression Models(2013) Di Lucca, Maria Anna; Guglielmi, Alessandra; Müller, Peter; Quintana Quintana, Fernando
- ItemBayesian inference for longitudinal data with non-parametric treatment effects(2014) Müller, Peter; Quintana Quintana, Fernando; Gary, L.; Rosner, Michael; Maitland, L.
- ItemBayesian Nonparametric Data Analysis(2015) Müller, Peter; Quintana Quintana, Fernando Andrés; Jara, Alejandro; Hanson, TimThis book reviews nonparametric Bayesian methods and models that have proven useful in the context of data analysis. Rather than providing an encyclopedic review of probability models, the book’s structure follows a data analysis perspective. As such, the chapters are organized by traditional data analysis problems. In selecting specific nonparametric models, simpler and more traditional models are favored over specialized ones.The discussed methods are illustrated with a wealth of examples, including applications ranging from stylized examples to case studies from recent literature. The book also includes an extensive discussion of computational methods and details on their implementation. R code for many examples is included in online software pages
- ItemCluster-Specific Variable Selection for Product Partition Models(2015) Quintana Quintana, Fernando; Müller, Peter; Papoila, Ana Luisa
- ItemClustering and feature allocation(2015) Müller, Peter; Quintana Quintana, Fernando; Jara, Alejandro; Hanson, Tim
- ItemDefining Predictive Probability Functions for Species Sampling Models(2013) Lee, Jaeyong; Quintana Quintana, Fernando; Müller, Peter; Trippa, Lorenzo