Nonparametric Bayesian Inference in Biostatistics

Language: English

Published by Springer, Palgrave Macmillan Okt 2016, 2016

3319368176 / 9783319368177

Series: Book 3 of 6 - Frontiers in Probability and the Statistical Sciences

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This item is printed on demand - Print on Demand Titel. Neuware -As chapters in this book demonstrate, BNP has important uses in clinical sciences and inference for issues like unknown partitions in genomics. Nonparametric Bayesian approaches (BNP) play an ever expanding role in biostatistical inference from use in proteomics to clinical trials. Many research problems involve an abundance of data and require flexible and complex probability models beyond the traditional parametric approaches. As this book's expert contributors show, BNP approaches can be the answer. Survival Analysis, in particular survival regression, has traditionally used BNP, but BNP's potential is now very broad. This applies to important tasks like arrangement of patients into clinically meaningful subpopulations and segmenting the genome into functionally distinct regions. This book is designed to both review and introduce application areas for BNP. While existing books provide theoretical foundations, this book connects theory to practice through engaging examples and research questions. Chapters cover: clinical trials, spatial inference, proteomics, genomics, clustering, survival analysis and ROC curve.Springer-Verlag KG, Sachsenplatz 4-6, 1201 Wien 468 pp. Englisch.

Seller Inventory # 9783319368177

Title
Nonparametric Bayesian Inference in Biostatistics
Author
Riten Mitra
Publisher
Springer, Palgrave Macmillan Okt 2016
Publication year
2016
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
3319368176
ISBN 13
9783319368177
Item weight
789 grams
Dimensions
235x155x24 mm
Series
Book 3 of 6: Frontiers in Probability and the Statistical Sciences

buchversandmimpf2000

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