Model-Oriented Design of Experiments

£89.50

Model-Oriented Design of Experiments

Probability and statistics

Authors: Valerii V. Fedorov, Peter Hackl

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Collection: Lecture Notes in Statistics

Language: English

Published by: Springer

Published on: 26th December 2024

Format: LCP-protected ePub

ISBN: 9781071643020


Introduction

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 Covered

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.

Audience and Approach

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.

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