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As chapters in this book demonstrate, BNP has important uses in clinical sciences and inference for issues like unknown partitions in genomics. Nonparametric Ba
Bayesian Nonparametric Data Analysis
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Type: BOOK - Published: 2015-06-17 - Publisher: Springer

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This book reviews nonparametric Bayesian methods and models that have proven useful in the context of data analysis. Rather than providing an encyclopedic revie
Fundamentals of Nonparametric Bayesian Inference
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Bayesian nonparametrics comes of age with this landmark text synthesizing theory, methodology and computation.
Bayesian Nonparametrics
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Authors: J.K. Ghosh
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Type: BOOK - Published: 2006-05-11 - Publisher: Springer Science & Business Media

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This book is the first systematic treatment of Bayesian nonparametric methods and the theory behind them. It will also appeal to statisticians in general. The b
Fundamentals of Nonparametric Bayesian Inference
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Explosive growth in computing power has made Bayesian methods for infinite-dimensional models - Bayesian nonparametrics - a nearly universal framework for infer