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Cover: 9781441929181 | Regression Modeling Strategies | Frank E. Harrell | Taschenbuch | 2010
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Regression Modeling Strategies
With Applications to Linear Models, Logistic Regression, and Survival Analysis
Taschenbuch von Frank E. Harrell
Sprache: Englisch

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Beschreibung
Many texts are excellent sources of knowledge about individual statistical tools, but the art of data analysis is about choosing and using multiple tools. Instead of presenting isolated techniques, this text emphasizes problem solving strategies that address the many issues arising when developing multivariable models using real data and not standard textbook examples. It includes imputation methods for dealing with missing data effectively, methods for dealing with nonlinear relationships and for making the estimation of transformations a formal part of the modeling process, methods for dealing with "too many variables to analyze and not enough observations," and powerful model validation techniques based on the bootstrap. This text realistically deals with model uncertainty and its effects on inference to achieve "safe data mining".
Many texts are excellent sources of knowledge about individual statistical tools, but the art of data analysis is about choosing and using multiple tools. Instead of presenting isolated techniques, this text emphasizes problem solving strategies that address the many issues arising when developing multivariable models using real data and not standard textbook examples. It includes imputation methods for dealing with missing data effectively, methods for dealing with nonlinear relationships and for making the estimation of transformations a formal part of the modeling process, methods for dealing with "too many variables to analyze and not enough observations," and powerful model validation techniques based on the bootstrap. This text realistically deals with model uncertainty and its effects on inference to achieve "safe data mining".
Zusammenfassung
The book will serve as a reference for data analysts and statistical methodologists.
Inhaltsverzeichnis
Introduction * General Aspects of Fitting Regression Models * Missing Data * Multivariable Modeling Strategies * Resampling, Validating, Describing, and Simplifying the Model * S-PLUS Software * Case Study in Least Squares Fitting and Interpretation of a Linear Model * Case Study in Imputation and Data Reduction * Overview of Maximum Likelihood Estimation * Binary Logistic Regression * Logistic Model Case Study 1: Predicting Cause of Death * Logistic Model Case Study 2: Survival of Titanic Passengers * Ordinal Logistic Regression * Case Study in Ordinal Regrssion, Data Reduction, and Penalization * Models Using Nonparametic Transformations of X and Y * Introduction to Survival Analysis * Parametric Survival Models * Case Study in Parametric Survival Modeling and Model Approximation * Cox Proportional Hazards Regression Model * Case Study in Cox Regression
Details
Erscheinungsjahr: 2010
Fachbereich: Wahrscheinlichkeitstheorie
Genre: Mathematik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Reihe: Springer Series in Statistics
Inhalt: xxiv
572 S.
141 s/w Illustr.
ISBN-13: 9781441929181
ISBN-10: 1441929185
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Harrell, Frank E.
Auflage: Softcover reprint of hardcover 1st ed. 2001
Hersteller: Springer New York
Springer US, New York, N.Y.
Springer Series in Statistics
Maße: 235 x 178 x 32 mm
Von/Mit: Frank E. Harrell
Erscheinungsdatum: 01.12.2010
Gewicht: 1,022 kg
Artikel-ID: 107253013
Zusammenfassung
The book will serve as a reference for data analysts and statistical methodologists.
Inhaltsverzeichnis
Introduction * General Aspects of Fitting Regression Models * Missing Data * Multivariable Modeling Strategies * Resampling, Validating, Describing, and Simplifying the Model * S-PLUS Software * Case Study in Least Squares Fitting and Interpretation of a Linear Model * Case Study in Imputation and Data Reduction * Overview of Maximum Likelihood Estimation * Binary Logistic Regression * Logistic Model Case Study 1: Predicting Cause of Death * Logistic Model Case Study 2: Survival of Titanic Passengers * Ordinal Logistic Regression * Case Study in Ordinal Regrssion, Data Reduction, and Penalization * Models Using Nonparametic Transformations of X and Y * Introduction to Survival Analysis * Parametric Survival Models * Case Study in Parametric Survival Modeling and Model Approximation * Cox Proportional Hazards Regression Model * Case Study in Cox Regression
Details
Erscheinungsjahr: 2010
Fachbereich: Wahrscheinlichkeitstheorie
Genre: Mathematik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Reihe: Springer Series in Statistics
Inhalt: xxiv
572 S.
141 s/w Illustr.
ISBN-13: 9781441929181
ISBN-10: 1441929185
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Harrell, Frank E.
Auflage: Softcover reprint of hardcover 1st ed. 2001
Hersteller: Springer New York
Springer US, New York, N.Y.
Springer Series in Statistics
Maße: 235 x 178 x 32 mm
Von/Mit: Frank E. Harrell
Erscheinungsdatum: 01.12.2010
Gewicht: 1,022 kg
Artikel-ID: 107253013
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