Model-Oriented Design of Experiments, second edition

Peter Hackl, Valery V. Fedorov

Publikation: Buch, Herausgeberschaft, BerichtBuch (Monographie)

Abstract

This book presents the basic ideas of statistical methods in the design of optimal experiments. This new edition now includes sections on design techniques based on the elemental Fisher information matrices (as opposed to Pearson information/moment matrices), allowing a seamless extension of the design techniques to inferential problems where the shape of distributions is essential for optimal design construction. Topics include designs for nonlinear models, models with random parameters and models with correlated observations, designs for model discrimination and misspecified (contaminated) models, and designs in functional spaces.

The authors avoid technical details, assuming a moderate background in calculus, matrix algebra, and statistics. In many places, however, suggestions are made as to how the ideas presented in this book can be extended and elaborated for use in real scientific research and practical engineering problems.
OriginalspracheEnglisch
VerlagSpringer
Seitenumfang16
Auflage2
ISBN (elektronisch)978-1-0716-4302-0
ISBN (Print)978-1-0716-4301-3
DOIs
PublikationsstatusVeröffentlicht - 2025

Publikationsreihe

ReiheLecture Notes in Statistics
Band196
ISSN0930-0325

Österreichische Systematik der Wissenschaftszweige (ÖFOS)

  • 101018 Statistik

Zitat