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Linear Models and the Relevant Distributions and Matrix Algebra.

Linear Models and the Relevant Distributions and Matrix Algebra.

・ISBN 978-1-138-57833-3 hard GB£ 171.99

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電子版あり 大学・学術機関向け電子ブック(eBook)ISBN 978-1-351-26468-6

著者・編者Harville, David A.,
シリーズChapman & Hall/CRC Texts in Statistical Science
出版社(CRC Press, UK)
出版年月2018
ページ数524 pp.
言語ENG
ニュース番号<M25-6825>

解説

Linear Models and the Relevant Distributions and Matrix Algebra provides in-depth and detailed coverage of the use of linear statistical models as a basis for parametric and predictive inference. It can be a valuable reference, a primary or secondary text in a graduate-level course on linear models, or a resource used (in a course on mathematical statistics) to illustrate various theoretical concepts in the context of a relatively complex setting of great practical importance.

Features:

  • Provides coverage of matrix algebra that is extensive and relatively self-contained and does so in a meaningful context
  • Provides thorough coverage of the relevant statistical distributions, including spherically and elliptically symmetric distributions
  • Includes extensive coverage of multiple-comparison procedures (and of simultaneous confidence intervals), including procedures for controlling the k-FWER and the FDR
  • Provides thorough coverage (complete with detailed and highly accessible proofs) of results on the properties of various linear-model procedures, including those of least squares estimators and those of the F test.
  • Features the use of real data sets for illustrative purposes
  • Includes many exercises