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Feature Engineering and Selection

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Feature Engineering and Selection Synopsis

The process of developing predictive models includes many stages. Most resources focus on the modeling algorithms but neglect other critical aspects of the modeling process. This book describes techniques for finding the best representations of predictors for modeling and for nding the best subset of predictors for improving model performance. A variety of example data sets are used to illustrate the techniques along with R programs for reproducing the results.

About This Edition

ISBN: 9781032090856
Publication date:
Author: Max Kuhn, Kjell Johnson
Publisher: Chapman & Hall/CRC an imprint of CRC Press
Format: Paperback
Pagination: 298 pages
Series: Chapman & Hall/CRC Data Science Series
Genres: Machine learning
Data science and analysis: general
Data mining

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