Regression Methods in Biostatistics: Linear, Logistic, Survival, and Repeated Measures Models

Eric Vittinghoff

ISBN 10: 1461413524 ISBN 13: 9781461413523

Editorial: Springer-Verlag New York Inc., 2011

Idioma: Ingl�s

Condici�n: Nuevo Encuadernaci�n de tapa dura

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Detalles bibliogr�ficos

T�tulo

Regression Methods in Biostatistics: Linear, Logistic, Survival, and Repeated Measures Models

Editor

Springer-Verlag New York Inc.

Fecha de publicaci�n

2011

Idioma

Ingl�s

ISBN 10

1461413524

ISBN 13

9781461413523

Encuadernaci�n

Hardback

Edici�n

2� Edici�n

Estado

New

Cat�logos de vendedores

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Sinopsis

This new book provides a unified, in-depth, readable introduction to the multipredictor regression methods most widely used in biostatistics: linear models for continuous outcomes, logistic models for binary outcomes, the Cox model for right-censored survival times, repeated-measures models for longitudinal and hierarchical outcomes, and generalized linear models for counts and other outcomes.

Treating these topics together takes advantage of all they have in common. The authors point out the many-shared elements in the methods they present for selecting, estimating, checking, and interpreting each of these models. They also show that these regression methods deal with confounding, mediation, and interaction of causal effects in essentially the same way.

The examples, analyzed using Stata, are drawn from the biomedical context but generalize to other areas of application. While a first course in statistics is assumed, a chapter reviewing basic statistical methods is included. Some advanced topics are covered but the presentation remains intuitive. A brief introduction to regression analysis of complex surveys and notes for further reading are provided.

Acerca del autor

The authors are on the faculty in the Division of Biostatistics, Department of Epidemiology and Biostatistics, University of California, San Francisco, and are authors or co-authors of more than 200 methodological as well as applied papers in the biological and biomedical sciences. The senior author, Charles E. McCulloch, is head of the Division and author of Generalized Linear Mixed Models (2003), Generalized, Linear, and Mixed Models (2000), and Variance Components (1992).

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