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An Introduction to Generalized Linear Models
Af: George Henry Dunteman, Moon-Ho R. Ho
Engelsk
Bogcover for An Introduction to Generalized Linear Models af George Henry Dunteman, Moon-Ho R. Ho, 9780761920847
Specifikationer
Sprog:
Engelsk
Sider:
88
ISBN-13:
9780761920847
Indbinding:
Paperback
ISBN-10:
0761920846
Kategori:
Udg. Dato:
2 nov 2005
Størrelse i cm:
14,3 x 27,6 x 0,6
Forlag:
Serie:
Oplagsdato:
2 nov 2005
Forfatter(e):
Genre:

An Introduction to Generalized Linear Models

Af: George Henry Dunteman, Moon-Ho R. Ho
Engelsk
Paperback 2005
Format:
Paperback
Bog beskrivelse
Do you have data that is not normally distributed and don′t know how to analyze it using generalized linear models (GLM)? Beginning with a discussion of fundamental statistical modeling concepts in a multiple regression framework, the authors extend these concepts to GLM (including Poisson regression. logistic regression, and proportional hazards models) and demonstrate the similarity of various regression models to GLM. Each procedure is illustrated using real life data sets, and the computer instructions and results will be presented for each example. Throughout the book, there is an emphasis on link functions and error distribution and how the model specifications translate into likelihood functions that can, through maximum likelihood estimation be used to estimate the regression parameters and their associated standard errors. This book provides readers with basic modeling principles that are applicable to a wide variety of situations.Key Features:

- Provides an accessible but thorough introduction to GLM, exponential family distribution, and maximum likelihood estimation- Includes discussion on checking model adequacy and description on how to use SAS to fit GLM- Describes the connection between survival analysis and GLM

 This book is an ideal text for social science researchers who do not have a strong statistical background, but would like to learn more advanced techniques having taken an introductory course covering regression analysis.

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Specifikationer
Sprog:
Engelsk
Sider:
88
ISBN-13:
9780761920847
Indbinding:
Paperback
ISBN-10:
0761920846
Kategori:
Udg. Dato:
2 nov 2005
Størrelse i cm:
14,3 x 27,6 x 0,6
Forlag:
Serie:
Oplagsdato:
2 nov 2005
Forfatter(e):
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