Feature Engineering and Selection
A Practical Approach for Predictive Models
Besorgungstitel - wird vorgemerkt | Lieferzeit: Besorgungstitel - Lieferbar innerhalb von 10 Werktagen I
91,50 €*
Alle Preise inkl. MwSt.|Versandkostenfrei
ISBN-13:
9781138079229
Veröffentl:
2019
Erscheinungsdatum:
02.08.2019
Seiten:
314
Autor:
Kjell Johnson
Gewicht:
804 g
Format:
259x185x22 mm
Sprache:
Deutsch
Beschreibung:
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.
1. Introduction. 2. Illustrative Example: Predicting Risk of Ischemic Stroke. 3. A Review of the Predictive Modeling Process. 4. Exploratory Visualizations. 5. Encoding Categorical Predictors. 6. Engineering Numeric Predictors. 7. Detecting Interaction Effects. 8. Handling Missing Data. 9. Working with Profile Data. 10. Feature Selection Overview. 11. Greedy Search Methods. 12. Global Search Methods.
Kunden Rezensionen
Folgen Sie uns auf:
