
Linear Models And Regression With R: An Integrated Approach
AN INTEGRATED APPROACH
World Scientific Publishing Co Pte Ltd
Published on 8. August 2019
Book
Hardback
772 pages
978-981-12-0040-3 (ISBN)
Description
Starting with the basic linear model where the design and covariance matrices are of full rank, this book demonstrates how the same statistical ideas can be used to explore the more general linear model with rank-deficient design and/or covariance matrices. The unified treatment presented here provides a clearer understanding of the general linear model from a statistical perspective, thus avoiding the complex matrix-algebraic arguments that are often used in the rank-deficient case. Elegant geometric arguments are used as needed.The book has a very broad coverage, from illustrative practical examples in Regression and Analysis of Variance alongside their implementation using R, to providing comprehensive theory of the general linear model with 181 worked-out examples, 227 exercises with solutions, 152 exercises without solutions (so that they may be used as assignments in a course), and 320 up-to-date references.This completely updated and new edition of Linear Models: An Integrated Approach includes the following features:
More details
Series
Language
English
Place of publication
Singapore
Singapore
Target group
College/higher education
Professional and scholarly
Dimensions
Height: 235 mm
Width: 157 mm
Thickness: 46 mm
Weight
1251 gr
ISBN-13
978-981-12-0040-3 (9789811200403)
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Schweitzer Classification
Persons
Author
Indian Statistical Inst, India
Univ Of California, Santa Barbara, Usa