10. Departures from Assumptions: Diagnosis and Remedies

  1. George A. F. Seber and
  2. Alan J. Lee

Published Online: 20 JAN 2012

DOI: 10.1002/9780471722199.ch10

Linear Regression Analysis, Second Edition

Linear Regression Analysis, Second Edition

How to Cite

Seber, G. A. F. and Lee, A. J. (2003) Departures from Assumptions: Diagnosis and Remedies, in Linear Regression Analysis, Second Edition, John Wiley & Sons, Inc., Hoboken, NJ, USA. doi: 10.1002/9780471722199.ch10

Publication History

  1. Published Online: 20 JAN 2012
  2. Published Print: 21 JAN 2003

ISBN Information

Print ISBN: 9780471415404

Online ISBN: 9780471722199

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Keywords:

  • diagnosis and remedies;
  • hat matrix diagonals;
  • regression surfaces;
  • estimating variance functions;
  • diagnosing collinearity

Summary

This chapter contains sections titled:

  • Introduction

  • Residuals and Hat Matrix Diagonals

  • Dealing with Curvature

  • Nonconstant Variance and Serial Correlation

  • Departures from Normality

  • Detecting and Dealing with Outliers

  • Diagnosing Collinearity