Applied predictive modeling /
Kuhn, Max.
Applied predictive modeling / Max Kuhn, Kjell Johnson. - New York : Springer, c2013. - xiii, 600 p. : ill. (some col.) ; 24 cm.
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.
9781461468486 (alk. paper) 1461468485 (alk. paper)
2013933452
Mathematical statistics.
Mathematical models.
Prediction theory.
Mathematical models.
Mathematical statistics.
Prediction theory.
QA276 / .K84 2013
Applied predictive modeling / Max Kuhn, Kjell Johnson. - New York : Springer, c2013. - xiii, 600 p. : ill. (some col.) ; 24 cm.
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.
9781461468486 (alk. paper) 1461468485 (alk. paper)
2013933452
Mathematical statistics.
Mathematical models.
Prediction theory.
Mathematical models.
Mathematical statistics.
Prediction theory.
QA276 / .K84 2013