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Logistic Regression With Missing Values in the Covariates

Logistic Regression With Missing Values in the Covariates - Lecture Notes in Statistics

Softcover reprint of the original 1st ed. 1994

Paperback (03 May 1994)

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Publisher's Synopsis

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.
The emphasis of this book is 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. Researchers across a range of disciplines and graduate students in statistics and biostatistics will find this a readable account of this.

Book information

ISBN: 9780387942636
Publisher: Springer New York
Imprint: Springer
Pub date:
Edition: Softcover reprint of the original 1st ed. 1994
DEWEY: 519.536
DEWEY edition: 20
Language: English
Number of pages: 138
Weight: 265g
Height: 234mm
Width: 156mm
Spine width: 8mm