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Genomics Data Analysis
- False Discovery Rates and Empirical Bayes Methods
Engelsk
Bogcover for Genomics Data Analysis af David R. Bickel, 9781032475288
Specifikationer
Sprog:
Engelsk
Sider:
140
ISBN-13:
9781032475288
Indbinding:
Paperback
ISBN-10:
1032475285
Udg. Dato:
21 jan 2023
Størrelse i cm:
21,6 x 13,8
Oplagsdato:
21 jan 2023
Forfatter(e):

Genomics Data Analysis

- False Discovery Rates and Empirical Bayes Methods
Engelsk
Paperback 2023
Format:

Bog beskrivelse

Statisticians have met the need to test hundreds or thousands of genomics hypotheses simultaneously with novel empirical Bayes methods that combine advantages of traditional Bayesian and frequentist statistics. Techniques for estimating the local false discovery rate assign probabilities of differential gene expression, genetic association, etc. without requiring subjective prior distributions. This book brings these methods to scientists while keeping the mathematics at an elementary level. Readers will learn the fundamental concepts behind local false discovery rates, preparing them to analyze their own genomics data and to critically evaluate published genomics research.

Key Features:

* dice games and exercises, including one using interactive software, for teaching the concepts in the classroom

* examples focusing on gene expression and on genetic association data and briefly covering metabolomics data and proteomics data

* gradual introduction to the mathematical equations needed

* how to choose between different methods of multiple hypothesis testing

* how to convert the output of genomics hypothesis testing software to estimates of local false discovery rates

* guidance through the minefield of current criticisms of p values

* material on non-Bayesian prior p values and posterior p values not previously published

 

















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Specifikationer
Sprog:
Engelsk
Sider:
140
ISBN-13:
9781032475288
Indbinding:
Paperback
ISBN-10:
1032475285
Udg. Dato:
21 jan 2023
Størrelse i cm:
21,6 x 13,8
Oplagsdato:
21 jan 2023
Forfatter(e):
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