A Primer on Linear Models

Name: A Primer on Linear Models
Brand: Taylor & Francis Ltd
SKU: 9781138469532
Price: 37800 KES
Availability: OutOfStock
ISBN: 9781138469532

by John F. Monahan

Book Details

Format Hardback

Book Series Chapman & Hall/CRC Texts in Statistical Science

ISBN-10 113846953X

ISBN-13 9781138469532

Publisher Taylor & Francis Ltd

Imprint CRC Press

Country of Manufacture GB

Country of Publication GB

Publication Date Aug 9th, 2017

Print length 304 Pages

Weight 570 grams

Dimensions 16.50 x 24.10 x 2.30 cms

Product Classification: Probability & statistics Probability and statistics

KSh 37,800.00

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Employing non-full-rank design matrices throughout, this book enables understanding of basic linear models. This book introduces the basic algebra and geometry of the linear least squares problem, before delving into estimability and the Gauss-Markov model.

A Primer on Linear Models presents a unified, thorough, and rigorous development of the theory behind the statistical methodology of regression and analysis of variance (ANOVA). It seamlessly incorporates these concepts using non-full-rank design matrices and emphasizes the exact, finite sample theory supporting common statistical methods.

With coverage steadily progressing in complexity, the text first provides examples of the general linear model, including multiple regression models, one-way ANOVA, mixed-effects models, and time series models. It then introduces the basic algebra and geometry of the linear least squares problem, before delving into estimability and the Gauss Markov model. After presenting the statistical tools of hypothesis tests and confidence intervals, the author analyzes mixed models, such as two-way mixed ANOVA, and the multivariate linear model. The appendices review linear algebra fundamentals and results as well as Lagrange multipliers.

This book enables complete comprehension of the material by taking a general, unifying approach to the theory, fundamentals, and exact results of linear models.

Get A Primer on Linear Models by John F. Monahan at the best price and quality guaranteed only at Werezi Africa's largest book ecommerce store. The book was published by Taylor & Francis Ltd and it has 304 pages.