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Applied predictive modeling
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| Auteurs principaux : | , |
|---|---|
| Format : | Livre |
| Langue : | anglais |
| Titre complet : | Applied predictive modeling / Max Kuhn, Kjell Johnson |
| Édition : | [Édition corrigée au 5e tirage en 2016] |
| Publié : |
New York :
Springer
, C 2013 |
| Description matérielle : | 1 vol. (XIII-600 p.) |
| Sujets : | |
| Documents associés : | Autre format:
Applied Predictive Modeling |
- Part I. General Strategies
- A Short Tour of the Predictive Modeling Process
- Data Pre-processing
- Over-Fitting and Model Tuning
- Part II. Regression Models
- Measuring Performance in Regression Models
- Linear Regression and Its Cousins
- Nonlinear Regression Models
- Regression Trees and Rule-Based Models
- A Summary of Solubility Models
- Case Study: Compressive Strength of Concrete Mixtures
- Part III. Classification Models
- Measuring Performance in Classification Models
- Discriminant Analysis and Other Linear Classification Models
- Nonlinear Classification Models
- Classification Trees and Rule-Based Models
- A Summary of Grant Application Models
- Remedies for Severe Class Imbalance
- Case Study: Job Scheduling
- Part IV. Other Considerations
- Measuring Predictor Importance
- An Introduction to Feature Selection
- Factors That Can Affect Model Performance