Plane Answers to Complex Questions: The Theory of Linear Models (Repost) - ISBN:0387953612

Plane Answers to Complex Questions: The Theory of Linear Models (Repost)

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Plane Answers to Complex Questions: The Theory of Linear Models
Publisher: Springer | 2002-05-10 | ISBN 0387953612 | Pages: 496 | PDF | 2.2 MB

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.

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