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Regression Modeling Strategies With Applications to Linear Models, Logistic and Ordinal Regression, and Survival Analysis by Frank E. Harrell - Paperback
1,331.00 EGP

Regression Modeling Strategies With Applications to Linear Models, Logistic and Ordinal Regression, and Survival Analysis by Frank E. Harrell - Paperback

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1,331.00 EGP 

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Category Type
Mathematics
ISBN
9783319194240
Author
Frank E. Harrell
Publisher
Springer
Description:

This highly anticipated seco features new chapters and sections, 225 new references, and comprehensive R software. In keeping with the previous edition, this book is about the art and science of data analysis and predictive modeling, which entails choosing and using multiple tools. Instead of presenting isolated techniques, this text emphasizes problem solving strategies that address the ...

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PRODUCT INFORMATION

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    Specifications

    Category Type
    Mathematics
    ISBN
    9783319194240
    Item EAN
    2724444920431
    People
    Author
    Frank E. Harrell
    People
    Publisher
    Springer
    Category Type
    Mathematics
    ISBN
    9783319194240
    Item EAN
    2724444920431
    People
    Author
    Frank E. Harrell
    People
    Publisher
    Springer
    Technical Information
    Binding
    Paperback
    Languages and countries
    Book Language
    English
    Read more
  •  

    Description:

    This highly anticipated seco features new chapters and sections, 225 new references, and comprehensive R software. In keeping with the previous edition, this book is about the art and science of data analysis and predictive modeling, which entails choosing and using multiple tools. Instead of

    This highly anticipated seco features new chapters and sections, 225 new references, and comprehensive R software. In keeping with the previous edition, this book is about the art and science of data analysis and predictive modeling, which entails 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 fitting 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. The reader will gain a keen understanding of predictive accuracy and the harm of categorizing continuous predictors or outcomes. This text realistically deals with model uncertainty and its effects on inference, to achieve "safe data mining." It also presents many graphical methods for communicating complex regression models to non-statisticians.

    Product Features :
    • Category Type: Mathematics
    • Author: Frank E. Harrell
    • ISBN: 9783319194240
    • Binding: Paperback
    • Book Language: English
    • Publisher: Springer
    • Number of Pages: 582 Pages
    • Dimensions: 25.4 x 17.8 x 3.3 cm
    • Edition: Second Edition
    • Weight: 1.32 kg
    • Publication Year: 2015
    • Country of Origin: Switzerland
 

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