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Logistic Regression with Missing Valves in the Covariates: v. 86 (Lecture Notes in Statistics) - Softcover
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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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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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