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This textbook provides a wide-ranging introduction to the use of linear models in analyzing data. The author's emphasis is on providing a unified treatment of the analysis of variance models and regression models by presenting a vector space and projections approach to the subject. Every chapter comes with numerous exercises and examples which will make it ideal for a graduate-level course on this subject. All the standard topics are covered in depth: ANOVA, estimation, hypothesis testing, multiple comparison, regression analysis, experimental design. In addition this book covers topics which are not usually treated at this level, but which are important in their own right: testing for lack of fit, models with singular covariance matrices, variance component estimation, best linear prediction, collinearity, and variable selection. In this new edition, the author has added new examples, and discussions of Bayesian estimation, testing independence assumptions, and interblock analysis.
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Previews available in: English
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01
Plane Answers to Complex Questions: The Theory of Linear Models
2021, Springer International Publishing AG
in English
3030320995 9783030320997
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02
Plane Answers to Complex Questions: The Theory of Linear Models
Mar 13, 2020, Springer
hardcover
3030320960 9783030320966
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03
Plane Answers to Complex Questions: The Theory of Linear Models
2020, Springer
in German
3030320979 9783030320973
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04
Plane Answers to Complex Questions: The Theory of Linear Models
Jul 15, 2013, Springer
paperback
1461428858 9781461428855
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05
Plane Answers to Complex Questions: The Theory of Linear Models
2013, Springer London, Limited
in English
0387215441 9780387215440
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06
Plane Answers to Complex Questions: The Theory of Linear Models
2013, Springer London, Limited
in English
1475724772 9781475724776
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07
Plane Answers to Complex Questions: The Theory of Linear Models
2013, Springer London, Limited
in English
1475719515 9781475719512
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08
Plane Answers to Complex Questions: The Theory of Linear Models
2011, Springer
in English
1441998160 9781441998163
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09
Plane answers to complex questions: the theory of linear models
1996, Springer
in English
- 2nd ed.
0387947671 9780387947679
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10
Plane answers to complex questions: the theory of linear models
1987, Springer-Verlag
in English
0387964878 9780387964874
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Book Details
Edition Notes
Includes indexes.
Bibliography, p. (268)-371.
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- Created November 10, 2008
- 5 revisions
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