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Simultaneous Statistical Inference

With Applications in the Life Sciences

  • Thorsten Dickhaus

Table of contents

  1. Front Matter
    Pages i-xiv
  2. Thorsten Dickhaus
    Pages 1-13
  3. General Theory

    1. Front Matter
      Pages 15-15
    2. Thorsten Dickhaus
      Pages 17-28
    3. Thorsten Dickhaus
      Pages 29-45
    4. Thorsten Dickhaus
      Pages 47-69
    5. Thorsten Dickhaus
      Pages 71-90
    6. Thorsten Dickhaus
      Pages 91-101
    7. Thorsten Dickhaus
      Pages 103-115
    8. Thorsten Dickhaus
      Pages 117-125
  4. From Genotype to Phenotype

    1. Front Matter
      Pages 127-127
    2. Thorsten Dickhaus
      Pages 129-140
    3. Thorsten Dickhaus
      Pages 141-153
    4. Thorsten Dickhaus
      Pages 155-166
  5. Further Applications in the Life Sciences

    1. Front Matter
      Pages 167-167
    2. Thorsten Dickhaus
      Pages 169-175
  6. Back Matter
    Pages 177-180

About this book

Introduction

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.

Keywords

Binary Classification Error Measures for High-dimensional Data False Discovery Rate Large-scale Problems in the Life Sciences Least Favorable Parameter Configurations Multiple Testing Theory Multiple Tests for Discrete Data Simultaneous Statistical Inference Step-up-down Tests

Authors and affiliations

  • Thorsten Dickhaus
    • 1
  1. 1.Research Group ‘‘Stochastic Algorithms and Nonparametric Statistics’’Weierstrass Institute for Applied Analysis and StochasticsBerlinGermany

Bibliographic information

Industry Sectors
Pharma
Biotechnology