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Feature Engineering and Selection: A Practical Approach for Predictive Models

Feature Engineering and Selection: A Practical Approach for Predictive Models

Hardcover

Series: Chapman & Hall/CRC Data Science

Business GeneralDatabasesGeneral Computers

ISBN10: 1138079227
ISBN13: 9781138079229
Publisher: Crc Pr Inc
Published: Aug 2 2019
Pages: 314
Weight: 1.90
Height: 0.90 Width: 7.20 Depth: 10.00
Language: English

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.

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Business General