Linear models for multivariate, time series, and spatial data

Bibliographic Information

Linear models for multivariate, time series, and spatial data

Ronald Christensen

(Springer texts in statistics)

Springer-Verlag, c1991

  • : us
  • : gw

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Note

Bibliography: p. [300]-310

Includes indexes

Description and Table of Contents

Volume

: us ISBN 9780387974132

Description

A companion volume to Plane answers to complex questions: the theory of linear models (1987), presenting six chapters with shallow treatments of very broad topics showing how the properties of three fundamental ideas from standard linear model theory can be used to examine multivariate, time series,
Volume

: gw ISBN 9783540974130

Description

This is a companion volume to the author's book "Plane Answers to Complex Questions: The Theory of Linear Models". It presents basic material on the analysis of multivariate, time series and spatial data. The exposition focuses on three ideas basic to linear model theory: best linear prediction, projection operators and Mahalanobis' distance. These are used to tie together the diverse topics into a package that requires only linear model theory as background. While frequent reference is made to "Plane Answers", all necessary material is contained in this volume. To emphasize the connections with linear model theory, much of the material is presented in a non-traditional fashion. Short discussions of more traditional approaches are also presented. The specific topics examined are multivariate linear models, discriminant analysis, principal components, factor analysis, time series in both the frequency domain and the time domain, and the universal kriging. This book is intended for graduate level students and researchers, with a background in linear model theory, who seek an introduction to any or all of the topics discussed.

Table of Contents

  • Multivariate linear models
  • discrimination and allocation
  • frequency analysis of time series
  • time domain analysis
  • linear models for spatial data.

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Details

  • NCID
    BA11480783
  • ISBN
    • 038797413X
    • 354097413X
  • LCCN
    90010377
  • Country Code
    us
  • Title Language Code
    eng
  • Text Language Code
    eng
  • Place of Publication
    New York ; Tokyo
  • Pages/Volumes
    xii, 317 p.
  • Size
    25 cm
  • Classification
  • Subject Headings
  • Parent Bibliography ID
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