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Medical Applications of Finite Mixture Models

Medical Applications of Finite Mixture Models
Catalogue Information
Field name Details
Dewey Class 610.727
Title Medical Applications of Finite Mixture Models (EB) / by Peter Schlattmann.
Author Schlattmann, Peter
Other name(s) SpringerLink (Online service)
Publication Berlin, Heidelberg : Springer , 2009.
Physical Details 256 pages : online resource.
Series Statistics for Biology and Health 1431-8776
ISBN 9783540686514
Summary Note The book shows how to model heterogeneity in medical research with covariate adjusted finite mixture models. The areas of application include epidemiology, gene expression data, disease mapping, meta-analysis, neurophysiology and pharmacology. After an informal introduction the book provides and summarizes the mathematical background necessary to understand the algorithms. The emphasis of the book is on a variety of medical applications such as gene expression data, meta-analysis and population pharmacokinetics. These applications are discussed in detail using real data from the medical literature. The book offers an R package which enables the reader to use the methods for his/her needs.:
Contents note Introduction - Heterogeneity in Medicine -- Modeling Count Data -- Theory and Algorithms -- Disease Mapping and Cluster Investigations -- Modeling Heterogeneity in Psychophysiology -- Investigating and Analyzing Heterogeneity in Meta-Analysis -- Analysis of Gene Expression Data.
System details note Online access to this digital book is restricted to subscription institutions through IP address (only for SISSA internal users).
Internet Site http://dx.doi.org/10.1007/978-3-540-68651-4
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