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Applied Predictive Modeling
BOOK DETAIL
Hardcover: 613 pages Publisher: Springer; 1st ed. 2013, Corr. 2nd printing 2018 edition (May 17, 2013)
Language: English ISBN-10: 1461468485 ISBN-13: 978-1461468486 Product Dimensions: 6.1 x 1.3 x 9.2
inches Shipping Weight: 2.2 pounds (View shipping rates and policies) Customer Reviews: 4.4 out of 5
stars127 customer ratings
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Book Description
Winner of the 2014 Technometrics Ziegel Prize for Outstanding Book Applied Predictive
Modeling covers the overall predictive modeling process, beginning with the crucial steps of data
preprocessing, data splitting and foundations of model tuning. The text then provides intuitive
explanations of numerous common and modern regression and classification techniques, always
with an emphasis on illustrating and solving real data problems. Addressing practical concerns
extends beyond model fitting to topics such as handling class imbalance, selecting predictors, and
pinpointing causes of poor model performance―all of which are problems that occur frequently
in practice. The text illustrates all parts of the modeling process through many hands-on, real-life
examples. And every chapter contains extensive R code for each step of the process. The data
sets and corresponding code are available in the book's companion AppliedPredictiveModeling R
package, which is freely available on the CRAN archive. This multi-purpose text can be used as
an introduction to predictive models and the overall modeling process, a practitioner's reference
handbook, or as a text for advanced undergraduate or graduate level predictive modeling courses.
To that end, each chapter contains problem sets to help solidify the covered concepts and uses
data available in the book's R package. Readers and students interested in implementing the
methods should have some basic knowledge of R. And a handful of the more advanced topics
require some mathematical knowledge.

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