Optimal Experimental Design for Non-Linear Models Theory and Applications /

• Main Author: Kitsos, Christos P. (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic
• Language: English
• Published: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2013.
• Series: SpringerBriefs in Statistics,
• Subjects: Statistics.; Statistics, general.
• Online Access: View fulltext via EzAccess

This book tackles the Optimal Non-Linear Experimental Design problem from an applications perspective. At the same time it offers extensive mathematical background material that avoids technicalities, making it accessible to non-mathematicians: Biologists, Medical Statisticians, Sociologists, Engine...

Table of Contents:

• 1.Introduction
• 2. Motivation
• 3.Locally Optimal Designs
• 4.Static Design
• 5.Sequential Designs
• 6.Approximate Confidence Regions
• 7.Working with Data: Simulation Studies
• 8.A Case Study: Optimal Designs in Rythmometry
• 9.Discussion
• References
• A1.CaratheodoryỚ"s Theorem
• A2.Silvapulle's Theorem
• A3.Conditional Inverse
• A4.Simulation I Results, Tables 7.1 Ớ<U+001c> 7.5
• A5.Simulation II Results, Tables 7.7 Ớ<U+001c> 7.14.