Nonlinear Mixture Models: A Bayesian Approach

Autor: Tatiana Tatarinova, Alan Schumitzky

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Legare: Copertă tare

Editura: Imperial College Press

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This book provides a broad introduction to the important subject of nonlinear mixture models from a...

Informații despre carte

Autor

Tatiana Tatarinova, Alan Schumitzky

Limbă

engleză

Legare

Carte - Copertă tare

Publicat

2015

Pagini

296

EAN

9781848167568

ISBN

1848167563

Enbook ID

05103408

Editura

Imperial College Press

Greutate

614

Dimensiuni

160 x 238 x 18

Descriere completă

This book provides a broad introduction to the important subject of nonlinear mixture models from a Bayesian perspective. It contains background material, a brief description of Markov chain theory, as well as novel algorithms and their applications. It is self-contained and unified in presentation, which makes it ideal for use as an advanced textbook by graduate students and as a reference for independent researchers. The explanations in the book are detailed enough to capture the interest of the curious reader, and complete enough to provide the necessary background material needed to go further into the subject and explore the research literature. In this book the authors present Bayesian methods of analysis for nonlinear, hierarchical mixture models, with a finite, but possibly unknown, number of components. These methods are then applied to various problems including population pharmacokinetics, dosage regimen design and gene expression analysis. In population pharmacokinetics, the nonlinear mixture model, based on previous clinical data, becomes the prior distribution for individual therapy. For gene expression data, one application demonstrated by the authors is to determine which genes should be associated with the same component of the mixture (also known as a clustering problem). This book will also have extensive software programs to implement the required algorithms. This is the first book of its kind to cover many of the topics in this field.

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