Regression Modeling Strategies: With Applications to Linear Models, Logistic Regression, and Survival Analysis - Couverture souple

Harrell Jr., Frank E. E.

9781441929181: Regression Modeling Strategies: With Applications to Linear Models, Logistic Regression, and Survival Analysis

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ISBN 10 : 1441929185 ISBN 13 : 9781441929181

Editeur : Springer, 2010

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The book will serve as a reference for data analysts and statistical methodologists.

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�diteur: Springer
Date d'�dition: 2010
Langue: anglais
ISBN 10: 1441929185
ISBN 13: 9781441929181
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Nombre de pages: 596
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Regression Modeling Strategies: With Applications to Linear Models, Logistic Regression, and Survival Analysis (Springer Series in Statistics) (LN)

Frank E. Harrell

Edit� par Springer, 2010

ISBN 10 : 1441929185 ISBN 13 : 9781441929181

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Regression Modeling Strategies: With Applications to Linear Models, Logistic Regression, and Survival Analysis (Springer Series in Statistics)

Harrell Jr., Frank E. E.

Edit� par Springer, 2010

ISBN 10 : 1441929185 ISBN 13 : 9781441929181

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Regression Modeling Strategies: With Applications to Linear Models, Logistic Regression, and Survival Analysis (Springer Series in Statistics)

Harrell, Frank E.

Edit� par Springer, 2010

ISBN 10 : 1441929185 ISBN 13 : 9781441929181

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Regression Modeling Strategies

Frank E. Harrell

Edit� par Springer New York Dez 2010, 2010

ISBN 10 : 1441929185 ISBN 13 : 9781441929181

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Taschenbuch. Etat : Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -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'. There are many books that are excellent sources of knowledge about individual stastical tools (survival models, general linear models, etc.), but the art of data analysis is about choosing and using multiple tools. In the words of Chatfield '.students typically know the technical details of regressin for example, but not necessarily when and how to apply it. This argues the need for a better balance in the literature and in statistical teaching between techniques and problem solving strategies.' Whether analyzing risk factors, adjusting for biases in observational studies, or developing predictive models, there are common problems that few regression texts address. For example, there are missing data in the majority of datasets one is likely to encounter (other than those used in textbooks!) but most regression texts do not include methods for dealing with such data effectively, and texts on missing data do not cover regression modeling. 596 pp. Englisch. N� de r�f. du vendeur 9781441929181

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Regression Modeling Strategies

Frank E. Harrell

Edit� par Springer New York, 2010

ISBN 10 : 1441929185 ISBN 13 : 9781441929181

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Etat : New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Written by a well-known biostatistical researcher and expert on S-PlusProvides full-scale case studies of non-trivial datasetsCase studies use S-PLUSMany texts are excellent sources of knowledge about individual statistical tools, b. N� de r�f. du vendeur 4173387

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Regression Modeling Strategies: With Applications to Linear Models, Logistic Regression, and Survival Analysis (Springer Series in Statistics)

Harrell Jr., Frank E. E.

Edit� par Springer, 2010

ISBN 10 : 1441929185 ISBN 13 : 9781441929181

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Regression Modeling Strategies: With Applications to Linear Models, Logistic Regression, and Survival Analysis (Springer Series in Statistics)

Harrell Jr., Frank E. E.

Edit� par Springer, 2010

ISBN 10 : 1441929185 ISBN 13 : 9781441929181

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Regression Modeling Strategies: With Applications to Linear Models, Logistic Regression, and Survival Analysis (Springer Series in Statistics)

Harrell Jr., Frank E. E.

Edit� par Springer, 2010

ISBN 10 : 1441929185 ISBN 13 : 9781441929181

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Regression Modeling Strategies : With Applications to Linear Models, Logistic Regression, and Survival Analysis

Frank E. Harrell

Edit� par Springer New York, 2010

ISBN 10 : 1441929185 ISBN 13 : 9781441929181

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Taschenbuch. Etat : Neu. Druck auf Anfrage Neuware - Printed after ordering - 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'. There are many books that are excellent sources of knowledge about individual stastical tools (survival models, general linear models, etc.), but the art of data analysis is about choosing and using multiple tools. In the words of Chatfield '.students typically know the technical details of regressin for example, but not necessarily when and how to apply it. This argues the need for a better balance in the literature and in statistical teaching between techniques and problem solving strategies.' Whether analyzing risk factors, adjusting for biases in observational studies, or developing predictive models, there are common problems that few regression texts address. For example, there are missing data in the majority of datasets one is likely to encounter (other than those used in textbooks!) but most regression texts do not include methods for dealing with such data effectively, and texts on missing data do not cover regression modeling. N� de r�f. du vendeur 9781441929181

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Regression Modeling Strategies: With Applications to Linear Models, Logistic Regression, and Survival Analysis (Springer Series in Statistics)

Harrell Jr., Frank E. E.

Edit� par Springer, 2010

ISBN 10 : 1441929185 ISBN 13 : 9781441929181

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