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Linear mixed models for longitudinal...
~
Molenberghs, Geert.
Linear mixed models for longitudinal data
紀錄類型:
書目-電子資源 : 單行本
正題名/作者:
Linear mixed models for longitudinal data/ Geert Verbeke, Geert Molenberghs.
作者:
Verbeke, Geert.
其他作者:
Molenberghs, Geert.
出版者:
New York :Springer,�000.
面頁冊數:
1 online resource (xxii, 568 pages) :illustrations.
標題:
Linear models (Statistics) -
電子資源:
Click here for online access to this book (查閱全文) (EBSCO eBook)
ISBN:
038722775X (electronic bk.)
ISBN:
9780387227757 (electronic bk.)
ISBN:
9781441903006 (electronic bk.)
ISBN:
1441903003 (electronic bk.)
Linear mixed models for longitudinal data
Verbeke, Geert.
Linear mixed models for longitudinal data
[electronic resource] /Geert Verbeke, Geert Molenberghs. - New York :Springer,�000. - 1 online resource (xxii, 568 pages) :illustrations. - Springer series in statistics. - Springer series in statistics..
Includes bibliographical references (pages 523-553) and index.
1. Introduction -- 2. Examples -- 3. A Model for Longitudinal Data -- 4. Exploratory Data Analysis -- 5. Estimation of the Marginal Model -- 6. Inference for the Marginal Model -- 7. Inference for the Random Effects -- 8. Fitting Linear Mixed Models with SAS -- 9. General Guidelines for Model Building -- 10. Exploring Serial Correlation -- 11. Local Influence for the Linear Mixed Model -- 12. The Heterogeneity Model -- 13. Conditional Linear Mixed Models -- 14. Exploring Incomplete Data -- 15. Joint Modeling of Measurements and Missingness -- 16. Simple Missing Data Methods -- 17. Selection Models -- 18. Pattern-Mixture Models -- 19. Sensitivity Analysis for Selection Models -- 20. Sensitivity Analysis for Pattern-Mixture Models -- 21. How Ignorable Is Missing At Random? -- 22. The Expectation-Maximization Algorithm -- 23. Design Considerations -- 24. Case Studies -- App. B. Technical Details for Sensitivity Analysis.
The SAS routines on mixed models have applications in many areas of statistics, especially biostatistics, but the procedures are not well- documented. Based on short courses given by the authors, this book provides practical guidance for SAS users.
English.
ISBN: 038722775X (electronic bk.)Subjects--Topical Terms:
148693
Linear models (Statistics)
Index Terms--Genre/Form:
172687
Electronic books.
LC Class. No.: QA279 / .V458 2000eb
Dewey Class. No.: 519.5/3
Linear mixed models for longitudinal data
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