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Introduction to General and Generalized Linear Models (Hardcover) Loot Price: R2,219
Discovery Miles 22 190

Introduction to General and Generalized Linear Models (Hardcover)

Henrik Madsen, Poul Thyregod

Series: Chapman & Hall/CRC Texts in Statistical Science

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Loot Price R2,219 Discovery Miles 22 190 | Repayment Terms: R208 pm x 12*

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Bridging the gap between theory and practice for modern statistical model building, Introduction to General and Generalized Linear Models presents likelihood-based techniques for statistical modelling using various types of data. Implementations using R are provided throughout the text, although other software packages are also discussed. Numerous examples show how the problems are solved with R.

After describing the necessary likelihood theory, the book covers both general and generalized linear models using the same likelihood-based methods. It presents the corresponding/parallel results for the general linear models first, since they are easier to understand and often more well known. The authors then explore random effects and mixed effects in a Gaussian context. They also introduce non-Gaussian hierarchical models that are members of the exponential family of distributions. Each chapter contains examples and guidelines for solving the problems via R.

Providing a flexible framework for data analysis and model building, this text focuses on the statistical methods and models that can help predict the expected value of an outcome, dependent, or response variable. It offers a sound introduction to general and generalized linear models using the popular and powerful likelihood techniques. Ancillary materials are available at www.imm.dtu.dk/ hm/GLM

General

Imprint: Crc Press
Country of origin: United States
Series: Chapman & Hall/CRC Texts in Statistical Science
Release date: November 2010
First published: 2009
Authors: Henrik Madsen • Poul Thyregod
Dimensions: 241 x 160 x 20mm (L x W x T)
Format: Hardcover - Paper over boards
Pages: 302
ISBN-13: 978-1-4200-9155-7
Categories: Books > Science & Mathematics > Mathematics > Probability & statistics
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LSN: 1-4200-9155-7
Barcode: 9781420091557

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