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Regression Methods in Biostatistics

Linear, Logistic, Survival, and Repeated Measures Models

Eric Vittinghoff, David V Glidden, Stephen C Shiboski, Charles E McCulloch
Livre broché | Anglais | Statistics for Biology and Health
125,95 €
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Description

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.

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Contenu

Nombre de pages :
509
Langue:
Anglais
Collection :

Caractéristiques

EAN:
9781489998545
Date de parution :
13-04-14
Format:
Livre broché
Format numérique:
Trade paperback (VS)
Dimensions :
156 mm x 234 mm
Poids :
734 g

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