TY  - BOOK
AU  - Kuhn,Max
AU  - Johnson,Kjell
TI  - Applied predictive modeling
SN  - 9781461468486 (alk. paper)
AV  - QA276 .K84 2013
PY  - 2013///
CY  - New York
PB  - Springer
KW  - Mathematical statistics
KW  - Mathematical models
KW  - Prediction theory
KW  - fast
N1  - Includes bibliographical references (pages 569-587) and index; General Strategies; A Short Tour of the Predictive Modeling Process --; Data Pre-processing --; Over-Fitting and Model Tuning --; 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 --; 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 --; Other Considerations; Measuring Predictor Importance --; An Introduction to Feature Selection --; Factors That Can Affect Model Performance
ER  -