Advanced Linear Modeling

Multivariate, Time Series, and Spatial Data; Nonparametric Regression and Response Surface Maximization

  • Ronald Christensen

Part of the Springer Texts in Statistics book series (STS)

Table of contents

  1. Front Matter
    Pages i-xiii
  2. Ronald Christensen
    Pages 1-73
  3. Ronald Christensen
    Pages 74-111
  4. Ronald Christensen
    Pages 112-151
  5. Ronald Christensen
    Pages 152-199
  6. Ronald Christensen
    Pages 200-268
  7. Ronald Christensen
    Pages 269-311
  8. Ronald Christensen
    Pages 312-343
  9. Ronald Christensen
    Pages 344-376
  10. Back Matter
    Pages 377-399

About this book


This is the second edition of Linear Models for Multivariate, Time Series and Spatial Data. It has a new title to indicate that it contains much new material. The primary changes are the addition of two new chapters: one on nonparametric regression and one on response surface maximization. As before, the presentations focus on the linear model aspects of the subject. For example, in the nonparametric regression chapter there is very little about kernal regression estimation but quite a bit about series approxi­ mations, splines, and regression trees, all of which can be viewed as linear modeling. The new edition also includes various smaller changes. Of particular note are a subsection in Chapter 1 on modeling longitudinal (repeated measures) data and a section in Chapter 6 on covariance structures for spatial lattice data. I would like to thank Dale Zimmerman for the suggestion of incor­ porating material on spatial lattices. Another change is that the subject index is now entirely alphabetical.


ANOVA Excel Factor analysis STATISTICA Time series data analysis mathematical statistics

Authors and affiliations

  • Ronald Christensen
    • 1
  1. 1.Department of Mathematics and StatisticsUniversity of New MexicoAlbuquerqueUSA

Bibliographic information

  • DOI
  • Copyright Information Springer-Verlag New York 2001
  • Publisher Name Springer, New York, NY
  • eBook Packages Springer Book Archive
  • Print ISBN 978-1-4419-2940-2
  • Online ISBN 978-1-4757-3847-6
  • Series Print ISSN 1431-875X
  • Buy this book on publisher's site