TY  - BOOK
AU  - Kuhn, Max.
AU  - Johnson, Kjell.
TI  - Applied predictive modeling
SN  - 9781461468486 (alk. paper)
U1  - 519.5 
PY  - 2013///
CY  - New York
PB  - Springer
KW  - Mathematical statistics
KW  - Mathematical models
KW  - Prediction theory
KW  - Mathematical models.
KW  -  fast
KW  - Mathematical statistics.
KW  - Prediction theory.
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  -