LIBERO WebOPAC Catalogue Display (W561)

Catalogue Information
Field name	Details
Dewey Class	519.535
Title	Plane Answers to Complex Questions (EB) : The Theory of Linear Models / by Ronald Christensen.
Author	Christensen, Ronald
Other name(s)	SpringerLink (Online service)
Edition statement	4th edition
Publication	New York, NY : Springer , 2011.
Physical Details	XXII, 494 pages : online resource.
Series	Springer Texts in Statistics 1431-875X
ISBN	9781441998163
Summary Note	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 Graybillâs generalization of Tukeyâs one degree of freedom for nonadditivity test.:
Contents note	Introduction -- Estimation -- Testing -- One-Way ANOVA -- Multiple Comparison Techniques -- Regression Analysis -- Multifactor Analysis of Variance -- Experimental Design Models -- Analysis of Covariance -- General Gauss-Markov Models -- Split Plot Models -- Mixed Models and Variance Components -- Model Diagnostics -- Variable Selection -- Collinearity and Alternative Estimates.-.
System details note	Online access to this digital book is restricted to subscription institutions through IP address (only for SISSA internal users).
Internet Site	http://dx.doi.org/10.1007/978-1-4419-9816-3
Links to Related Works	Subject References: Mathematical Statistics . Statistical Theory and Methods . Statistics . Authors: Christensen, Ronald . Corporate Authors: SpringerLink (Online service) . Series: Springer Texts in Statistics . Classification: 519.535 .

Catalogue Display

Plane Answers to Complex Questions: The Theory of Linear Models

Reviews