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Plane Answers to Complex Questions - The Theory of Linear Models (Paperback, Softcover reprint of hardcover 4th ed. 2011)
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Plane Answers to Complex Questions - The Theory of Linear Models (Paperback, Softcover reprint of hardcover 4th ed. 2011)
Series: Springer Texts in Statistics
Expected to ship within 12 - 17 working days
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This textbook provides a wide-ranging introduction to the use and
theory of linear models for analyzing data. The author's emphasis
is on providing a unified treatment of linear models, including
analysis of variance models and regression models, based on
projections, orthogonality, and other vector space ideas. Every
chapter comes with numerous exercises and examples that make it
ideal for a graduate-level course. All of the standard topics are
covered in depth: ANOVA, estimation including Bayesian estimation,
hypothesis testing, multiple comparisons, regression analysis, and
experimental design models. In addition, the book covers topics
that are not usually treated at this level, but which are important
in their own right: balanced incomplete block designs, testing for
lack of fit, testing for independence, models with singular
covariance matrices, variance component estimation, best linear and
best linear unbiased prediction, collinearity, and variable
selection. This new edition includes a more extensive discussion of
best prediction and associated ideas of R2, as well as new sections
on inner products and perpendicular projections for more general
spaces and Milliken and Graybill's generalization of Tukey's one
degree of freedom for nonadditivity test.
General
Imprint: |
Springer-Verlag New York
|
Country of origin: |
United States |
Series: |
Springer Texts in Statistics |
Release date: |
July 2013 |
First published: |
2011 |
Authors: |
Ronald Christensen
|
Dimensions: |
235 x 155 x 27mm (L x W x T) |
Format: |
Paperback
|
Pages: |
494 |
Edition: |
Softcover reprint of hardcover 4th ed. 2011 |
ISBN-13: |
978-1-4614-2885-5 |
Categories: |
Books >
Science & Mathematics >
Mathematics >
Probability & statistics
|
LSN: |
1-4614-2885-8 |
Barcode: |
9781461428855 |
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