Regression Modeling Strategies by Frank E. Harrell, Jr.
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Regression Modeling Strategies
By Frank E. Harrell, Jr.

Regression Modeling Strategies

With Applications to Linear Models, Logistic Regression, and Survival Analysis

By (author) See other recent books by Frank E. Harrell, Jr.
Format: Hardback

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Regression Modeling Strategies by Frank E. Harrell, Jr.

Book Description

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".

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Book Details

ISBN: 9780387952321
ISBN-10: 0387952322
Format: Hardback
(254mm x 178mm x 33mm)
Pages: 572
Imprint: Springer-Verlag New York Inc.
Publisher: Springer-Verlag New York Inc.
Publish Date: 31-Dec-2001
Country of Publication: United States

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