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Linear Mixed Models for Longitudinal Data, Paperback / softback Book

Linear Mixed Models for Longitudinal Data Paperback / softback

Part of the Springer Series in Statistics series

Paperback / softback

Description

This paperback edition is a reprint of the 2000 edition. This book provides a comprehensive treatment of linear mixed models for continuous longitudinal data.

Next to model formulation, this edition puts major emphasis on exploratory data analysis for all aspects of the model, such as the marginal model, subject-specific profiles, and residual covariance structure.

Further, model diagnostics and missing data receive extensive treatment.

Sensitivity analysis for incomplete data is given a prominent place.

Several variations to the conventional linear mixed model are discussed (a heterogeity model, conditional linear mixed models).

This book will be of interest to applied statisticians and biomedical researchers in industry, public health organizations, contract research organizations, and academia.

The book is explanatory rather than mathematically rigorous.

Most analyses were done with the MIXED procedure of the SAS software package, and many of its features are clearly elucidated.

However, some other commercially available packages are discussed as well.

Great care has been taken in presenting the data analyses in a software-independent fashion.

Information

  • Format:Paperback / softback
  • Pages:570 pages, 128 Illustrations, black and white; XXII, 570 p. 128 illus.
  • Publisher:Springer-Verlag New York Inc.
  • Publication Date:
  • Category:
  • ISBN:9781441902993

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Information

  • Format:Paperback / softback
  • Pages:570 pages, 128 Illustrations, black and white; XXII, 570 p. 128 illus.
  • Publisher:Springer-Verlag New York Inc.
  • Publication Date:
  • Category:
  • ISBN:9781441902993

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