Kuhn, Max and Johnson, Kjell

Feature Engineering and Selection: A Practical Approach for Predictive Models - Boca Raton: CRC Press; 2020. - 297p. - Chapman & Hall/CRC Data Science Series. .

Contents:
Chapter: 1. Introduction.
Chapter: 2. Illustrative Example: Predicting Risk of Ischemic Stroke.
Chapter: 3. A Review of the Predictive Modeling Process.
Chapter: 4. Exploratory Visualizations.
Chapter: 5. Encoding Categorical Predictors.
Chapter: 6. Engineering Numeric Predictors.
Chapter: 7. Detecting Interaction Effects.
Chapter: 8. Handling Missing Data.
Chapter: 9. Working with Profile Data.
Chapter: 10. Feature Selection Overview.
Chapter: 11. Greedy Search Methods.
Chapter: 12. Global Search Methods.


629.80285513


Predictive Control - Data Processing.
Predictive Control - Mathematical Models.
R (Computer program language)
Commande Prédictive -- Informatique.
Commande Prédictive -- Modèles Mathématiq
Computer - Database Management - Data Mining.

629.8028553 / KUH