Diagnostics and Influence Analysis

  1. Eugene Demidenko

Published Online: 28 JAN 2005

DOI: 10.1002/0471728438.ch9

Mixed Models: Theory and Applications

Mixed Models: Theory and Applications

How to Cite

Demidenko, E. (2004) Diagnostics and Influence Analysis, in Mixed Models: Theory and Applications, John Wiley & Sons, Inc., Hoboken, NJ, USA. doi: 10.1002/0471728438.ch9

Publication History

  1. Published Online: 28 JAN 2005
  2. Published Print: 28 JUL 2004

ISBN Information

Print ISBN: 9780471601616

Online ISBN: 9780471728436

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Keywords:

  • influence analysis;
  • statistical analysis;
  • diagnostics;
  • linear models;
  • analysis of variance

Summary

This chapter includes the following topics:

  • Introduction

  • Influence Analysis for Linear Regression

  • The Idea of Infinitesimal Influence

  • Linear Regression Model

  • Nonlinear Regression Model

  • Logistic Regression

  • Influence of Correlation Structure

  • Influence of Measurement Error

  • Influence Analysis for the LME Model

  • Appendix: MLE Derivative with Respect to σ2

  • Summary Points