Multiple Testing Procedures with Applications to Genomics

Bibliographic Details
Main Authors: Dudoit, Sandrine. (Author), van der Laan, Mark J. (Author)
Corporate Author: SpringerLink (Online service)
Format: eBook
Language:English
Published: New York, NY : Springer New York : Imprint: Springer, 2008.
Edition:1st ed. 2008.
Series:Springer Series in Statistics,
Subjects:
Online Access:https://doi.org/10.1007/978-0-387-49317-6
Table of Contents:
  • Multiple Hypothesis Testing
  • Test Statistics Null Distribution
  • Overview of Multiple Testing Procedures
  • Single-Step Multiple Testing Procedures for Controlling General Type I Error Rates, ?(Fvn)
  • Step-Down Multiple Testing Procedures for Controlling the Family-Wise Error Rate
  • Augmentation Multiple Testing Procedures for Controlling Generalized Tail Probability Error Rates
  • Resampling-Based Empirical Bayes multiple Testing Procedures for Controlling Generalized Tail Probability Error Rates
  • Simulation Studies: Assessment of Test Statistics Null Distributions
  • Identification of Differentially Expressed and Co-Expressed Genes in High-Throughput Gene Expression Experiments
  • Multiple Tests of Association with Biological Annotation Metadata
  • HIV-1 Sequence Variation and Viral Replication Capacity
  • Genetic Mapping of Complex Human Traits Using Single Nucleotide Polymorphisms: The ObeLinks Project
  • Software Implementation.