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