Simultaneous Statistical Inference With Applications in the Life Sciences

This monograph will provide an in-depth mathematical treatment of modern multiple test procedures controlling the false discovery rate (FDR) and related error measures, particularly addressing applications to fields such as genetics, proteomics, neuroscience and general biology. The book will also i...

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Bibliographic Details
Main Author: Dickhaus, Thorsten
Format: eBook
Language:English
Published: Berlin, Heidelberg Springer Berlin Heidelberg 2014, 2014
Edition:1st ed. 2014
Subjects:
Online Access:
Collection: Springer eBooks 2005- - Collection details see MPG.ReNa
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245 0 0 |a Simultaneous Statistical Inference  |h Elektronische Ressource  |b With Applications in the Life Sciences  |c by Thorsten Dickhaus 
250 |a 1st ed. 2014 
260 |a Berlin, Heidelberg  |b Springer Berlin Heidelberg  |c 2014, 2014 
300 |a XIV, 180 p. 19 illus., 10 illus. in color  |b online resource 
505 0 |a The problem of simultaneous inference -- Part I General Theory -- Some theory of p-values -- Classes of multiple test procedures -- Simultaneous test procedures -- Stepwise rejective multiple tests -- Multiple testing and binary classification -- Multiple testing and model selection -- Software solutions for multiple hypotheses testing -- Part II From Genotype to Phenotype -- Genetic association studies -- Gene expression analyses -- Functional magnetic resonance imaging -- Part III Further Applications in the Life Sciences -- Further life science applications 
653 |a Statistical Theory and Methods 
653 |a Mathematical and Computational Biology 
653 |a Biomedical engineering 
653 |a Statistics  
653 |a Biostatistics 
653 |a Data mining 
653 |a Biomathematics 
653 |a Biomedical Engineering and Bioengineering 
653 |a Data Mining and Knowledge Discovery 
653 |a Biometry 
041 0 7 |a eng  |2 ISO 639-2 
989 |b Springer  |a Springer eBooks 2005- 
028 5 0 |a 10.1007/978-3-642-45182-9 
856 4 0 |u https://doi.org/10.1007/978-3-642-45182-9?nosfx=y  |x Verlag  |3 Volltext 
082 0 |a 570.15195 
520 |a This monograph will provide an in-depth mathematical treatment of modern multiple test procedures controlling the false discovery rate (FDR) and related error measures, particularly addressing applications to fields such as genetics, proteomics, neuroscience and general biology. The book will also include a detailed description how to implement these methods in practice. Moreover, new developments focusing on non-standard assumptions are also included, especially multiple tests for discrete data. The book primarily addresses researchers and practitioners but will also be beneficial for graduate students