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Applied Predictive Modeling
Author
Abstract
Individual chapters are listed in the "Chapters" tab
Suggested Citation
DOI: 10.1007/978-1-4614-6849-3
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Book Chapters
The following chapters of this book are listed in IDEAS- Max Kuhn & Kjell Johnson, 2013. "Introduction," Springer Books, in: Applied Predictive Modeling, chapter 0, pages 1-16, Springer.
- Max Kuhn & Kjell Johnson, 2013. "A Short Tour of the Predictive Modeling Process," Springer Books, in: Applied Predictive Modeling, chapter 0, pages 19-26, Springer.
- Max Kuhn & Kjell Johnson, 2013. "Data Pre-processing," Springer Books, in: Applied Predictive Modeling, chapter 0, pages 27-59, Springer.
- Max Kuhn & Kjell Johnson, 2013. "Over-Fitting and Model Tuning," Springer Books, in: Applied Predictive Modeling, chapter 0, pages 61-92, Springer.
- Max Kuhn & Kjell Johnson, 2013. "Measuring Performance in Regression Models," Springer Books, in: Applied Predictive Modeling, chapter 0, pages 95-100, Springer.
- Max Kuhn & Kjell Johnson, 2013. "Linear Regression and Its Cousins," Springer Books, in: Applied Predictive Modeling, chapter 0, pages 101-139, Springer.
- Max Kuhn & Kjell Johnson, 2013. "Nonlinear Regression Models," Springer Books, in: Applied Predictive Modeling, chapter 0, pages 141-171, Springer.
- Max Kuhn & Kjell Johnson, 2013. "Regression Trees and Rule-Based Models," Springer Books, in: Applied Predictive Modeling, chapter 0, pages 173-220, Springer.
- Max Kuhn & Kjell Johnson, 2013. "A Summary of Solubility Models," Springer Books, in: Applied Predictive Modeling, chapter 0, pages 221-223, Springer.
- Max Kuhn & Kjell Johnson, 2013. "Case Study: Compressive Strength of Concrete Mixtures," Springer Books, in: Applied Predictive Modeling, chapter 0, pages 225-243, Springer.
- Max Kuhn & Kjell Johnson, 2013. "Measuring Performance in Classification Models," Springer Books, in: Applied Predictive Modeling, chapter 0, pages 247-273, Springer.
- Max Kuhn & Kjell Johnson, 2013. "Discriminant Analysis and Other Linear Classification Models," Springer Books, in: Applied Predictive Modeling, chapter 0, pages 275-328, Springer.
- Max Kuhn & Kjell Johnson, 2013. "Nonlinear Classification Models," Springer Books, in: Applied Predictive Modeling, chapter 0, pages 329-367, Springer.
- Max Kuhn & Kjell Johnson, 2013. "Classification Trees and Rule-Based Models," Springer Books, in: Applied Predictive Modeling, chapter 0, pages 369-413, Springer.
- Max Kuhn & Kjell Johnson, 2013. "A Summary of Grant Application Models," Springer Books, in: Applied Predictive Modeling, chapter 0, pages 415-418, Springer.
- Max Kuhn & Kjell Johnson, 2013. "Remedies for Severe Class Imbalance," Springer Books, in: Applied Predictive Modeling, chapter 0, pages 419-443, Springer.
- Max Kuhn & Kjell Johnson, 2013. "Case Study: Job Scheduling," Springer Books, in: Applied Predictive Modeling, chapter 0, pages 445-460, Springer.
- Max Kuhn & Kjell Johnson, 2013. "Measuring Predictor Importance," Springer Books, in: Applied Predictive Modeling, chapter 0, pages 463-485, Springer.
- Max Kuhn & Kjell Johnson, 2013. "An Introduction to Feature Selection," Springer Books, in: Applied Predictive Modeling, chapter 0, pages 487-519, Springer.
- Max Kuhn & Kjell Johnson, 2013. "Factors That Can Affect Model Performance," Springer Books, in: Applied Predictive Modeling, chapter 0, pages 521-546, Springer.
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