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Medical Applications of Finite Mixture Models
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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
Links to Related Works
Subject References:
Biostatistics
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Epidemiology
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Mathematical Statistics
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Public Health/Gesundheitswesen
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Statistical methods
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Statistics
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Statistics and Computing/Statistics Programs
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Statistics for Life Sciences, Medicine, Health Sciences
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Authors:
Schlattmann, Peter
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Corporate Authors:
SpringerLink (Online service)
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Series:
Statistics for Biology and Health
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Classification:
610.727
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610.727
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