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Regression Modeling Strategies

Regression Modeling Strategies

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

by Frank E. Harrell, Jr

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  • Hardcover
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ISBN 10
0387952322
ISBN 13
9780387952321
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About This Item

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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Details

Bookseller
Pacific Arbor US (US)
Bookseller's Inventory #
10233
Title
Regression Modeling Strategies
Author
Frank E. Harrell, Jr
Format/Binding
Excellent condition
Book Condition
New New
Jacket Condition
No Dust Jacket
Quantity Available
1
Edition
Springer Series in Statistics
Binding
Hardcover
ISBN 10
0387952322
ISBN 13
9780387952321
Publisher
Springer-Verlag
Place of Publication
New York
Date Published
2001

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Pacific Arbor

Seller rating:
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FREDERICKSBURG, Virginia

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