Logistic Regression with Missing Values in the Covariates (Lecture Notes in Statistics)

Vach, Werner

 
9783540942634: Logistic Regression with Missing Values in the Covariates (Lecture Notes in Statistics)

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Inhaltsangabe

In many areas of science, a basic task is to assess the influence of several factors on a quantity of interest. If this quantity is binary logistic, regression models provide a powerful tool for this purpose. This monograph presents an account of the use of logistic regression in the case where missing values in the variables prevent the use of standard techniques. Such situations occur frequently across a wide range of statistical applications. Emphasis has been placed on methods related to the classical maximum likelihood principle. The author reviews the essentials of logistic regression and discusses the variety of mechanisms which might cause missing values, while the rest of the book covers the methods which may be used to deal with missing values and their effectiveness.

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Weitere beliebte Ausgaben desselben Titels

9780387942636: Logistic Regression with Missing Values in the Covariates (Lecture Notes in Statistics, 86, Band 86)

Vorgestellte Ausgabe

ISBN 10:  0387942637 ISBN 13:  9780387942636
Verlag: Springer New York, 1994
Softcover